From 323b99e450bc1bdf536dc4618ca7fe56900f9560 Mon Sep 17 00:00:00 2001 From: David Barry <david.barry@crick.ac.uk> Date: Wed, 11 Sep 2024 12:57:05 +0100 Subject: [PATCH] Cleared outputs from compare_FUCCI_markers.ipynb --- .../compare_FUCCI_markers.ipynb | 104 +++--------------- 1 file changed, 18 insertions(+), 86 deletions(-) diff --git a/Live-Cell-Imaging-And-Tracking/compare_FUCCI_markers.ipynb b/Live-Cell-Imaging-And-Tracking/compare_FUCCI_markers.ipynb index d91cb4d..086f81e 100644 --- a/Live-Cell-Imaging-And-Tracking/compare_FUCCI_markers.ipynb +++ b/Live-Cell-Imaging-And-Tracking/compare_FUCCI_markers.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "outputs": [], "source": [ "import glob\n", @@ -27,11 +27,7 @@ "import seaborn as sns" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:30:01.370949300Z", - "start_time": "2024-09-06T16:30:01.368164500Z" - } + "collapsed": false }, "id": "fbbeff71e7337c99" }, @@ -47,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "outputs": [], "source": [ "# Define constants\n", @@ -55,14 +51,10 @@ "FRAME_DURATION = 2\n", "THRESHOLD = 0.05\n", "WINDOW = 50\n", - "INPUT_DIR = 'Z:/working/Training/2024-Crick Microscopy Course/Live imaging/trial data/Prelim_analysis_2'" + "INPUT_DIR = 'C:/Users/barryd/Downloads/Demo_Data/TrackMate_outputs'" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:30:01.381765800Z", - "start_time": "2024-09-06T16:30:01.373947500Z" - } + "collapsed": false }, "id": "6e1c75ce06fb9f1c" }, @@ -78,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "outputs": [], "source": [ "# Function to find the frame with the steepest fall in intensity\n", @@ -95,11 +87,7 @@ " return fall_frame if max_fall >= threshold else None" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:30:01.392265700Z", - "start_time": "2024-09-06T16:30:01.381066Z" - } + "collapsed": false }, "id": "f02d7c8f7be28d6" }, @@ -115,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "outputs": [], "source": [ "# Glob the file paths\n", @@ -128,11 +116,7 @@ "position_pattern = re.compile(r'_Pos(\\d+)_')" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:30:01.601130300Z", - "start_time": "2024-09-06T16:30:01.387272Z" - } + "collapsed": false }, "id": "f402c291486aa46a" }, @@ -151,30 +135,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean Frame Difference (Pos 0): 294.59\n", - "Median Frame Difference (Pos 0): 290.00\n", - "Standard Deviation of Frame Difference (Pos 0): 173.48\n", - "Mean Frame Difference (Pos 1): 257.21\n", - "Median Frame Difference (Pos 1): 272.00\n", - "Standard Deviation of Frame Difference (Pos 1): 122.37\n", - "Mean Frame Difference (Pos 4): 231.00\n", - "Median Frame Difference (Pos 4): 235.00\n", - "Standard Deviation of Frame Difference (Pos 4): 155.97\n", - "Mean Frame Difference (Pos 6): 211.84\n", - "Median Frame Difference (Pos 6): 218.00\n", - "Standard Deviation of Frame Difference (Pos 6): 185.23\n", - "Mean Frame Difference (Pos 7): 252.43\n", - "Median Frame Difference (Pos 7): 161.00\n", - "Standard Deviation of Frame Difference (Pos 7): 269.16\n" - ] - } - ], + "execution_count": null, + "outputs": [], "source": [ "for file_path in file_paths:\n", " # Extract position number from file name\n", @@ -212,11 +174,7 @@ " print(f\"Standard Deviation of Frame Difference (Pos {position_num}): {np.std(frame_differences):.2f}\")" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:31:02.159783200Z", - "start_time": "2024-09-06T16:30:01.598134Z" - } + "collapsed": false }, "id": "2540377fb51d244d" }, @@ -232,17 +190,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "data": { - "text/plain": "<Figure size 1200x600 with 1 Axes>", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/YAAAINCAYAAACUOuQ6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACVNElEQVR4nOzdeXxU9fX/8fdnlixkwZAEZJNaUHZjIIJKVERKwZUG0aLibrASrFtRiBUQIgW1WoUiqFgpaBEFrUhxr+i3VmqQUKRQcOGHNUACgZA9k7m/P2JGJgtkQpKZC6/n4xFl7udz5557z7135szdjGVZlgAAAAAAgC05gh0AAAAAAABoOgp7AAAAAABsjMIeAAAAAAAbo7AHAAAAAMDGKOwBAAAAALAxCnsAAAAAAGyMwh4AAAAAABujsAcAAAAAwMYo7AEAAAAAsDEKewAAAAAAbMwV7ADsZN++Q7KsYEfxI2Ok+PiYkIsLdZEr+yBX9kCe7INc2Qe5sg9yZQ/kyT5CNVc1cTUGhX0ALEshlegaoRoX6iJX9kGu7IE82Qe5sg9yZR/kyh7Ik33YOVecig8AAAAAgI1R2AMAAAAAYGMU9gAAAAAA2BjX2AMAAAAAGs3r9aqqyhPsMJqNMVJZWZkqKyta9Rp7h8Mhh8MpY8wxvxeFPQAAAACgUcrLS1VQkCfJpneZa8D+/Q55vd5Wn25YWIRiY9vJ5XIf0/tQ2AMAAAAAjsrr9aqgIE9hYRGKjm7bLEeaQ4XTaVRV1Xo/VliWpaoqj4qKDmjfvt1q377LMS1PCnsAAAAAwFFVn35vKTq6rcLCwoMdTrNyuRzyeFr7iH24nE6n9u/fI4+nUm53WJPfiZvnAQAAAAAa7Xg6Uh9sxjRPSU5hDwAAAACAjXEqPgAAAACgyYwxas2D+JZVfY06fkRhDwAAAABoEmOMLCtCRUWtV9lHRVkypqzRxf2VV16m3btzfa+dTqc6d+6i0aPH6Kqrrmn2+A4ePKC5c7O0fv1nOumkk3Trrbfr5z+/uNmnczgKewAAAABAkxgjFRUZzZ8v5eW1/FH0xESjiRONYmIU0DPn77zzXl100c8kSR6PRxs2fK7f/W6mYmJiNWrUpc0aY1bWDJWXl2vhwsXasmWz5syZpa5dT1GfPv2adTqHo7AHAAAAAByTvDxLublH73fsLEmBnx0QHR2t+PgE3+tRoy7Vu+++rXXrPmzWwv5///tO//jHx1qx4q/q2LGTfvrTHtq8+d9aterVFi3suXkeAAAAAOCE43I55XK5JUler1cvvbREY8deoWHDhmjSpAn66qsdvr7vv/+Oxo1L07Bh5+q668Zq3bq/1/ueX365We3bd1DHjp18w84440xt3rypReeFwh4AAAAAcMLweDz66KMPtH79P3XeeRdIkp5/fpFefnmpfv3re7R48VKdfHJH3XvvJJWWlqqgYL9mznxI48ffpJdeek0XX3y5pk/PVGHhwTrvvW9fvhISEv2GxcW1U17e3hadJ07FBwAAAAAc1x57bLaeeGKuJKm8vFzh4RG66qprNGLEKFmWpRUrlmvChIlKTa0u9O+//0FdddUVevvtNerTp688Ho8SE9vr5JM7aty469Sjx2kKCwuvM53y8jKFhYX5DQsLC1NlZWWLzh+FPQAAAADguHbLLRN0wQXDJFUX2vHxCXI6nZKkgoL9Kiw86HcNvMvlUq9efbRz57e64oo0nXtuqu6+e6JOOaWbUlMv0GWXjVZERESd6YSFhamiosJvWEVFhcLD6/ZtThT2AAAAAIDjWlxcO3Xp0rXetvqOvEuS11slr7dKxhjNnfuktmzZrE8+Wad16z7UqlWv6o9/fFanndbTb5yEhPbav3+f37D9+/cpPj6+eWakAVxjj2NijJHDUf+fMa33LEsAAAAAaIro6Gi1axevL7/8t2+Yx+PRtm1bdcop3bRz57eaN+9J9enTT+npd+jPf35FHTp00GeffVrnvfr27afdu3O1d+8e37BNmzaqb9/+LToPHLFHkxljFBtbLmOK6223rCgVFobLCuQBkwAAAABsJzHRqPpRdK0xneY3bty1ev75hUpISFSXLl21bNmLqqgo17BhI+T1Vun1119VdHS0RowYpW+++Vq5ud/r9NN71Xmfzp27aNCgczRz5kP69a/v09atX+rdd9/WvHkLWyTuGhT2aDJjJGOKZVnzZFn5tdoSZEyGjAkXdT0AAABwfLIsKSrK0sSJRk15vnxTREVZzV5jXHPNeB06VKS5c7NUXFykfv2S9PTTCxUXFydJysp6VAsWPK0lS15QXFycJkzI0KBBZ9f7Xr/97Qz97nczlZ5+o+LjEzRlym9b9Bn2EoU9mkF1UZ9ba1h14Q8AAADg+GVZlowpU0xMa05TAZ0V/Oqrbx61j9PpVHr6HUpPv6Pe9sGDz9Hgwec0anpxce00Z84TjY6vOVDYAwAAAACazLKa/wg6AsPN8wAAAAAAsDEKewAAAAAAbIzCHgAAAAAAGwtqYV9eXq6pU6cqJSVFqampWrx4cYN9t2zZorFjxyopKUljxozR5s2b/dpXr16t4cOHKykpSRMnTtT+/ft9bQcPHtR9992nQYMG6bzzztPjjz8ur9fbYvMFAAAAAEBrCWphP3fuXG3evFkvvviipk2bpnnz5mnt2rV1+pWUlCg9PV0pKSlauXKlkpOTNWHCBJWUlEiSNm3apMzMTGVkZGj58uUqLCzUlClTfOPPmDFDe/fu1bJly/Too49q1apVWrJkSavNJwAAAAAALSVohX1JSYlWrFihzMxM9e3bVz/72c906623atmyZXX6rlmzRuHh4Zo8ebK6d++uzMxMRUVF+X4EWLp0qUaNGqXRo0erV69emjt3rj766CPt2rVLkvTRRx/ppptu0mmnnaazzz5bl156qT799NNWnV8AAAAAAFpC0Ar7rVu3yuPxKDk52Tds4MCBysnJqXOafE5OjgYOHCjzw4PRjTEaMGCANm7c6GtPSUnx9e/YsaM6deqknJwcSdJJJ52kv/71ryotLdWePXv08ccfq3fv3i08hwAAAAAAtLygPcc+Ly9PcXFxCgsL8w1LSEhQeXm5Dhw4oHbt2vn17dGjh9/48fHx2r59uyRp7969at++fZ323bt3S5KmTZumyZMna8CAAfJ6vTr33HOVkZERcMw//K4QMmriCVZcxvz415T2E0mwc4XGI1f2QJ7sg1zZB7myD3JlD8djnhr+3m9adT4tS7Isq9H9r7zyMu3enet77XQ61blzF40ePUZXXXVNS4QoSSosPKhrrx2rRYv+pI4dOx2xb311UyDLNGiFfWlpqV9RL8n3uqKiolF9a/qVlZUdsf2bb75Rv379lJGRoby8PM2YMUPPPvusfvWrXwUUc3x8TED9W0tw4zooyam6q5JTklPt2kW3fkghLFTXIdRFruyBPNkHubIPcmUf5Moejqc8lZWVaf9+h5xOI5er+uRvYySnU/J4KlstDpfLraoqowBqe919930aPnyEJMnj8ejzz/+lRx55WCeddJIuvvjSH963+U5oLyws1P3336OCgv1yOh0NvrfXa+RwOBQXF6WIiIgmTy9ohX14eHidAr7mde0ZaqhvTb+G2iMjI/Xtt99qzpw5+vvf/+47ql9aWqrp06frtttuk8vV+EWwb9+hgFaelmZM9Y4iWHE5HEaxsVXyeqskeWq1VsnhqFJhYZG83hBaaEES7Fyh8ciVPZAn+yBX9kGu7INc2cPxmKfKygp5vV5VVVnyeKovn3Y4jLzeSq1f/y8VFxe3eAxRUVEaNOgsWZY7oDojMjJKbdv+eFb4z39+id5+e60+/PB9jRhxsVwuh2+ejlVOzkbNmjVNbdq0kSRVVXkbfO+qKkter1cFBcVyu/1/HKlZhxojaIV9hw4dVFBQII/H4yuu8/LyFBERodjY2Dp98/Pz/Ybl5+f7CvWG2hMTE7VlyxbFxcX5narfp08fFRcX6+DBg4qPj290zNWnfAQ0m60iWHHVTLehaR+t/UTE8rAPcmUP5Mk+yJV9kCv7IFf2cDzl6UjzUVxcrEOHilovmGbgcjnlcrklSV6vVy+9tESrVr2mffvy1bdvP91112/UvXv1JeHvv/+OnnvuGe3Zs1udOnVWevpEnX/+0Hrfd/36T3XJJZdp+PCf65e//EWjYjnW9SRoN8/r3bu3XC6X7wZ4kpSdna3+/fvL4fAPKykpSV988YXvOgrLsrRhwwYlJSX52rOzs339c3NzlZubq6SkJLVv314FBQXat2+fr/3rr79WmzZt/K7jBwAAAAAc/zwejz766AOtX/9PnXfeBZKk559fpJdfXqpf//oeLV68VCef3FH33jtJpaWlKijYr5kzH9L48TfppZde08UXX67p0zNVWHiw3ve/7bZf6cYbb5XT6Wy1eQraEfvIyEiNHj1a06dP1yOPPKK9e/dq8eLFmj17tqTqo/cxMTGKiIjQyJEj9fjjjysrK0u//OUv9Ze//EWlpaUaNWqUJGncuHEaP368zjzzTPXv319ZWVkaOnSounbtqo4dO6p79+6aPHmyHnjgARUUFGju3Lm67rrrfHfZBwAAAAAcvx57bLaeeGKuJKm8vFzh4RG66qprNGLEKFmWpRUrlmvChIlKTa0u9O+//0FdddUVevvtNerTp688Ho8SE9vr5JM7aty469Sjx2kKCwsP5iz5CVphL0lTpkzR9OnTdcMNNyg6OlqTJk3SiBHVNzRITU3V7NmzlZaWpujoaC1cuFDTpk3TK6+8op49e2rRokW+axaSk5P18MMP66mnntLBgwc1ZMgQzZw5U5Lkcrn07LPPKisrS9dee63atGmjK664okl3xQcAAAAA2M8tt0zQBRcMk1R9o/X4+ATfEfWCgv0qLDyoPn36+fq7XC716tVHO3d+qyuuSNO556bq7rsn6pRTuik19QJddtnoY7rZXXMLamEfGRmpOXPmaM6cOXXatm3b5vf6jDPO0KpVqxp8r7S0NKWlpdXbdvLJJ+vpp58+tmABAAAAALYUF9dOXbp0rbetoSPvXm/1jcKNMZo790lt2bJZn3yyTuvWfahVq17VH//4rE47rWdLht1oQbvGHgAAAACAYIuOjla7dvH68st/+4Z5PB5t27ZVp5zSTTt3fqt5855Unz79lJ5+h/7851fUoUMHffbZp0GM2l9Qj9gDAAAAABBs48Zdq+efX6iEhER16dJVy5a9qIqKcg0bNkJeb5Vef/1VRUdHa8SIUfrmm6+Vm/u9Tj+9V7DD9qGwBwAAAAAck6ioKFtP55prxuvQoSLNnZul4uIi9euXpKefXqi4uDhJUlbWo1qw4GktWfKC4uLiNGFChgYNOrtFYmkKCnsAAAAAQJNYluR2uzVo0FmtNk2Xy62Kisb3f/XVN4/ax+l0Kj39DqWn31Fv++DB52jw4HMaP1FJHTt20ieffB7QOE1FYQ8AAAAAaBLLslRRYWSMu9WmWVFRPV38iMIeAAAAANBklmWJOju4uCs+AAAAAAA2RmEPAAAAAICNUdgDAAAAAGBjFPYAAAAAANgYhT0AAAAAADZGYQ8AAAAAgI1R2AMAAAAAYGM8xx4AAAAA0GTGGBnTetOzLMmyrEb3v/LKy7R7d67vtdPpVOfOXTR69BhdddU1LRGiJMnj8ejWW6/XeeddoFtumdBi05Eo7AEAAAAATWSMUWxEuYy3uNWmaTmiVFgWHlBxf+ed9+qii34mqbrg3rDhc/3udzMVExOrUaMubZE4X355qXbs+K/OO++CFnn/w1HYAwAAAACaxBjJeItlbZsnqyy/5acXkSDTM0PGhCuAul7R0dGKj0/wvR416lK9++7bWrfuwxYp7L/7bpdeffUv+slPftrs710fCnsAAAAAwDGxyvKl0tyjdzzW6UhqrrP+XS6nXC63JMnr9eqll5Zo1arXtG9fvvr27ae77vqNunfvIUl6//139Nxzz2jPnt3q1Kmz0tMn6vzzhzb43o8++ohuvjld7767tpmiPTJungcAAAAAOGF4PB599NEHWr/+n77T5J9/fpFefnmpfv3re7R48VKdfHJH3XvvJJWWlqqgYL9mznxI48ffpJdeek0XX3y5pk/PVGHhwXrf/623/qqKinJdfvkvWm2eOGIPAAAAADiuPfbYbD3xxFxJUnl5ucLDI3TVVddoxIhRsixLK1Ys14QJE5WaWl3o33//g7rqqiv09ttr1KdPX3k8HiUmttfJJ3fUuHHXqUeP0xQWFl5nOgUF+7Vw4Xw9+eR8mVa8oyCFPQAAAADguHbLLRN0wQXDJElhYWGKj0+Q0+mUVF2MFxYeVJ8+/Xz9XS6XevXqo507v9UVV6Tp3HNTdffdE3XKKd2UmnqBLrtstCIiIupM58knH9PFF1+mn/60R+vMWE28rTo1AAAAAABaWVxcO3Xp0rXetvqOvEuS11slr7dKxhjNnfuktmzZrE8+Wad16z7UqlWv6o9/fFanndbTb5z3339H4eHheu215ZKqzw7YvHmTPvzwfS1d+krzztRhKOwBAAAAACes6OhotWsXry+//LdOO+10SdXX4W/btlVnnTVYO3d+qzfffF0ZGXepT59+uu22X2n8+Kv02Wef1ins//KXVX6vZ8x4UH379tMvf3ldi84DhT0AAAAA4IQ2bty1ev75hUpISFSXLl21bNmLqqgo17BhI+T1Vun1119VdHS0RowYpW+++Vq5ud/r9NN71Xmf2mcFhIeHKyYmVief3LFF46ewBwAAAAAcExORoAAeK39M02kJ11wzXocOFWnu3CwVFxepX78kPf30QsXFxUmSsrIe1YIFT2vJkhcUFxenCRMyNGjQ2S0SS1NQ2AMAAAAAmsSyJMsRJdMzo9meL3/UaTqiZAXwK8Krr7551D5Op1Pp6XcoPf2OetsHDz5Hgwef0/iJ/mDevEUBj9MUFPYAAAAAgCaxLEuFZeEypv4b0LXMNKunix9R2AMAAAAAmsyyrICOoKP5OYIdAAAAAAAAaDoKewAAAAAAbIzCHgAAAAAAG6OwBwAAAADAxijsAQAAAACwMQp7AAAAAABsjMIeAAAAAAAb4zn2AAAAAIAmM8bImNabnmVJlmU1uv+VV16m3btzfa+dTqc6d+6i0aPH6Kqrrmn2+AoLC/X738/R//3fOkVHx+iaa67X2LG/bPbpHI7CHgAAAADQJMYYWWHlKvIUt9o0o9xRMhXhARX3d955ry666GeSJI/How0bPtfvfjdTMTGxGjXq0maNb8aMB1VUdEgLF76gnTu/1cyZ03TKKd00ePA5zTqdw1HYAwAAAACaxBipyFOs+evnKa84v8WnlxiVoImDMhRjwhVAXa/o6GjFxyf4Xo8adaneffdtrVv3YbMW9jt2bNfnn3+ml156TZ07d9FPf9pDX3yRrX//O4fCHgAAAAAQuvKK85V7KPfoHUOIy+WUy+WWJHm9Xr300hKtWvWa9u3LV9++/XTXXb9R9+49JEnvv/+OnnvuGe3Zs1udOnVWevpEnX/+0Drv+cUX2ere/TR17tzFN+yee+5v8Xnh5nkAAAAAgBOGx+PRRx99oPXr/6nzzrtAkvT884v08stL9etf36PFi5fq5JM76t57J6m0tFQFBfs1c+ZDGj/+Jr300mu6+OLLNX16pgoLD9Z57++//586deqkl176s8aOvVzXXDNGr7/+WovPE0fsAQAAAADHtccem60nnpgrSSovL1d4eISuuuoajRgxSpZlacWK5ZowYaJSU6sL/fvvf1BXXXWF3n57jfr06SuPx6PExPY6+eSOGjfuOvXocZrCwsLrTKe0tESff75eVVVVmjnzd/rqqx36/e/n6KSTTtLQoRe12PxR2AMAAAAAjmu33DJBF1wwTJIUFham+PgEOZ1OSVJBwX4VFh5Unz79fP1dLpd69eqjnTu/1RVXpOncc1N1990Tdcop3ZSaeoEuu2y0IiIi6kzH6XSqqsqrhx6apcjISPXq1Uc7dmzXG2+sbNHCPqin4peXl2vq1KlKSUlRamqqFi9e3GDfLVu2aOzYsUpKStKYMWO0efNmv/bVq1dr+PDhSkpK0sSJE7V//35J0meffaaePXvW+/f999+36PwBAAAAAIIvLq6dunTpqi5duqp9+w6+ol5SvUfeJcnrrZLXWyVjjObOfVKLFv1JQ4depH/842PdfPN12r59W51x4uMT1L59e0VGRvqGnXJKN+3du6f5Z+owQS3s586dq82bN+vFF1/UtGnTNG/ePK1du7ZOv5KSEqWnpyslJUUrV65UcnKyJkyYoJKSEknSpk2blJmZqYyMDC1fvlyFhYWaMmWKJCk5OVmffPKJ319KSoqGDx+uTp06ter8AgAAAABCS3R0tNq1i9eXX/7bN8zj8Wjbtq065ZRu2rnzW82b96T69Omn9PQ79Oc/v6IOHTros88+rfNeffv2V25uroqKinzDdu78Rief3LK1Z9BOxS8pKdGKFSv07LPPqm/fvurbt6+2b9+uZcuWaeTIkX5916xZo/DwcE2ePFnGGGVmZmrdunVau3at0tLStHTpUo0aNUqjR4+WVP2DwYUXXqhdu3apa9euSkxM9L3X6tWr9d///ldvv/12a84uAAAAACBEjRt3rZ5/fqESEhLVpUtXLVv2oioqyjVs2Ah5vVV6/fVXFR0drREjRumbb75Wbu73Ov30XnXeJyVlkE45pZuysqbp9tsnaceO/+rNN1/XjBmPtGj8QSvst27dKo/Ho+TkZN+wgQMH6plnnpHX65XD8ePJBDk5ORo4cKCMMZIkY4wGDBigjRs3Ki0tTTk5Obrtttt8/Tt27KhOnTopJydHXbt29Q2vrKzUk08+qdtvv13t2rVrhbkEAAAAgONfYlTC0TuF8HSuuWa8Dh0q0ty5WSouLlK/fkl6+umFiouLkyRlZT2qBQue1pIlLyguLk4TJmRo0KCz67yP0+nUo48+qccem62bb75WbduepEmT7vbdlK+lBK2wz8vLU1xcnMLCwnzDEhISVF5ergMHDvgV3nl5eerRo4ff+PHx8dq+fbskae/evWrfvn2d9t27d/sN+9vf/qZDhw7p2muvbVLMP/yuEDJq4glWXMb8+NeU9hNJsHOFxiNX9kCe7INc2Qe5sg9yZQ/HY57qmxfLkqLcUZo4KKPV4ohyRcmqaHz/V19986h9nE6n0tPvUHr6HfW2Dx58jgYPPqdR00tMbK85c55ofICqv24KZN0JWmFfWlrqV9RL8r2uqKhoVN+afmVlZUdsr/HKK6/oyiuvrPfuhY0RHx/TpPFaWnDjOijJqbqrklOSU+3aRbd+SCEsVNch1EWu7IE82Qe5sg9yZR/kyh6OpzyVlZVp/36HnE4jl+vHM6yNN0JxzsgjjNm8LK8lyylJzfuryeHz1Fq8XiOHw6G4uKgm16lSEAv78PDwOoV3zevaM9RQ35p+DbUffifCffv26fPPP9dvf/vbJse8b98hWVaTR292xlTvKIIVl8NhFBtbfadIyVOrtUoOR5UKC4vk9YbQQguSYOcKjUeu7IE82Qe5sg9yZR/kyh6OxzxVVlbI6/WqqsqSx+MNdjjNyuVyBGWeqqoseb1eFRQUy+2u9GurWYcaI2iFfYcOHVRQUCCPxyOXqzqMvLw8RUREKDY2tk7f/Px8v2H5+fm+0+8baj/8pnkff/yxunTpop49ezY5ZstSSG6UwYqrZroNTfto7Scilod9kCt7IE/2Qa7sg1zZB7myh+MpT8fLfISiY11Pgva4u969e8vlcmnjxo2+YdnZ2erfv7/fjfMkKSkpSV988YWsH+bUsixt2LBBSUlJvvbs7Gxf/9zcXOXm5vrapepH4g0YMKAF5wgAAAAAgNYXtMI+MjJSo0eP1vTp07Vp0ya99957Wrx4sa6//npJ1Ufvy8rKJEkjR45UYWGhsrKytGPHDmVlZam0tFSjRo2SJI0bN05vvPGGVqxYoa1bt2ry5MkaOnSo3x3xt2/fXucGfAAAAAAA2F3QCntJmjJlivr27asbbrhBM2bM0KRJkzRixAhJUmpqqtasWSNJio6O1sKFC5Wdne17vN2iRYvUpk0bSVJycrIefvhhzZ8/X+PGjVPbtm01e/Zsv2nl5+fXOcUfAAAAAAC7M5bFlRKNlZ8fWje+MEZKSIgJWlzVN8/bL693uqTcWq0d5XBMV2FhO26ep+DnCo1HruyBPNkHubIPcmUf5Moejsc8VVZWaN++XMXHd5TbHXb0EWwkWDfPO9IyrVmHGiOoR+wBAAAAAMCxobAHAAAAAMDGgva4OwAAAACA/RljZEzrTa/60XCNv77hyisv0+7dP1467HQ61blzF40ePUZXXXVNs8b2/PML9cILz9YZ3rFjZ61Y8UazTutwFPYAAAAAgCYxxig2tlzGFLfaNC0rSoWF4QEV93feea8uuuhnkiSPx6MNGz7X7343UzExsRo16tJmi23cuPEaPXqM73VRUZF+9atbNHbsL5ttGvWhsAcAAAAANIkxkjHFsqx5sqz8VphegozJkDHhAd2UMDo6WvHxCb7Xo0ZdqnfffVvr1n3YrIV9mzZtfE9vk6qP4J966k8p7AEAAAAAoa26qK/9pKyWmI6a7bR/l8spl8stSfJ6vXrppSVateo17duXr759++muu36j7t17SJLef/8dPffcM9qzZ7c6deqs9PSJOv/8oUd8///3/3ZqzZo3tWDB8zItfK0CN88DAAAAAJwwPB6PPvroA61f/0+dd94FkqTnn1+kl19eql//+h4tXrxUJ5/cUffeO0mlpaUqKNivmTMf0vjxN+mll17TxRdfrunTM1VYePCI03n55T9r4MBB6t27b4vPE0fsAQAAAADHtccem60nnpgrSSovL1d4eISuuuoajRgxSpZlacWK5ZowYaJSU6sL/fvvf1BXXXWF3n57jfr06SuPx6PExPY6+eSOGjfuOvXocZrCwsIbnF5JSbHee+9tPfzw71pl/ijsAQAAAADHtVtumaALLhgmSQoLC1N8fIKcTqckqaBgvwoLD6pPn36+/i6XS7169dHOnd/qiivSdO65qbr77ok65ZRuSk29QJddNloRERENTu+f//xU4eERGjz4nJadsZp4W2UqAAAAAAAESVxcO3Xp0rXetoaOvHu9VfJ6q2SM0dy5T2rLls365JN1WrfuQ61a9ar++MdnddppPesd97PP/qEhQ86Tw9E6V79zjT0AAAAA4IQVHR2tdu3i9eWX//YN83g82rZtq045pZt27vxW8+Y9qT59+ik9/Q79+c+vqEOHDvrss08bfM8tWzarf/+k1ghfEkfsAQAAAAAnuHHjrtXzzy9UQkKiunTpqmXLXlRFRbmGDRshr7dKr7/+qqKjozVixCh9883Xys39Xqef3qve9/J4PPp//2+nfvKTn7Za/BT2AAAAAIBjYkxCQM+VP5bptIRrrhmvQ4eKNHduloqLi9SvX5Kefnqh4uLiJElZWY9qwYKntWTJC4qLi9OECRkaNOjset+rsPCgqqqqFBsb0yKx1ofCHgAAAADQJJYlWVaUjMlotufLH32aUQH9iPDqq28etY/T6VR6+h1KT7+j3vbBg89p9I3w2rWL1yeffN74AJsBhT0AAAAAoEksy1JhYbiMafjRb80/zerp4kcU9gAAAACAJrMsq1VOw0fDuCs+AAAAAAA2RmEPAAAAAICNUdgDAAAAAGBjFPYAAAAAgEbjxnXNp7mWJYU9AAAAAOCoHI7q8rGqyhPkSI4fFRXlkiSn89jua89d8QEAAAAAR+VwOOV2R6io6ICcTqeMOX6OE3u9RlVVrXcmgmVZqqgoV1FRgSIjo30/mjQVhT0AAAAA4KiMMWrbtp327dut/fv3BDucZuVwOOT1elt9upGR0YqNbXfM70NhDwAAAABoFJfLrfbtu8jjqQx2KM3GGCkuLkoFBcVqzdsHOJ2uYz5SX4PCHgAAAADQaMYYud1hwQ6j2RgjRUREyO2ubNXCvjkdPxdFAAAAAABwAqKwBwAAAADAxijsAQAAAACwMQp7AAAAAABsjMIeAAAAAAAbo7AHAAAAAMDGKOwBAAAAALAxCnsAAAAAAGyMwh4AAAAAABujsAcAAAAAwMYo7AEAAAAAsDEKewAAAAAAbIzCHgAAAAAAG6OwBwAAAADAxijsAQAAAACwMQp7AAAAAABsjMIeAAAAAAAbC2phX15erqlTpyolJUWpqalavHhxg323bNmisWPHKikpSWPGjNHmzZv92levXq3hw4crKSlJEydO1P79+31tlmXpqaee0rnnnqtBgwbpt7/9rcrLy1tsvgAAAAAAaC1BLeznzp2rzZs368UXX9S0adM0b948rV27tk6/kpISpaenKyUlRStXrlRycrImTJigkpISSdKmTZuUmZmpjIwMLV++XIWFhZoyZYpv/GeffVYvvfSSHn/8cT333HP65z//qXnz5rXafAIAAAAA0FKCVtiXlJRoxYoVyszMVN++ffWzn/1Mt956q5YtW1an75o1axQeHq7Jkyere/fuyszMVFRUlO9HgKVLl2rUqFEaPXq0evXqpblz5+qjjz7Srl27VFVVpRdeeEH333+/zjnnHJ1xxhmaNGmSvvzyy9aeZQBAIxhj5HDU/2eMCXZ4AAAAISdohf3WrVvl8XiUnJzsGzZw4EDl5OTI6/X69c3JydHAgQN9X+iMMRowYIA2btzoa09JSfH179ixozp16qScnBxt375dBQUFGj58uK/98ssvP+Jp/wCA4DDGKCxMMqay3r/qNop7AACAw7mCNeG8vDzFxcUpLCzMNywhIUHl5eU6cOCA2rVr59e3R48efuPHx8dr+/btkqS9e/eqffv2ddp3796tiIgItW3bVhs2bNATTzyhgoICjRgxQr/5zW/8pt0YofZdsiaeYMVlzI9/TWk/kQQ7V2g8chVcDofk8VRq/fp/qaSk2K+tTZsoDRp0lhwOtyyrehh5Cn1sU/ZBruyDXNkDebKPUM1VIPEErbAvLS2tU1jXvK6oqGhU35p+ZWVlDbYXFxerrKxMjz/+uKZMmSKv16tp06bJ6/Xqt7/9bUAxx8fHBNS/tQQ3roOSnKq7KjklOdWuXXTrhxTCQnUdQl3kKngKCwtVWVmu8vIyv+Fut0sul1OxsT/uV8iTfZAr+yBX9kGu7IE82YedcxW0wj48PLxOAV/zOiIiolF9a/o11B4ZGSmXy6WysjI9+OCDGjRokCTpgQce0D333KPMzEw5HI2/GmHfvkO+o0ShwJjqlS9YcTkcRrGxVfJ6qyR5arVWyeGoUmFhkbzeEFpoQRLsXKHxyFVwORxGUpUqKz2qqPDfr1RWeuTxVGn//iJZlkWebIJtyj7IlX2QK3sgT/YRqrmqiasxglbYd+jQQQUFBfJ4PHK5qsPIy8tTRESEYmNj6/TNz8/3G5afn+87/b6h9sTERCUmJkqSfvrTn/raTj31VJWXl2v//v1KSEhodMyWpZBKdI1gxVUz3YamfbT2ExHLwz7IVXBYVvWHWH3Lv+b14W3kyT7IlX2QK/sgV/ZAnuzDzrkK2s3zevfuLZfL5bsBniRlZ2erf//+dY6iJyUl6YsvvpD1w1K2LEsbNmxQUlKSrz07O9vXPzc3V7m5uUpKSlKfPn3kdru1detWX/tXX32lqKgonXTSSS03gwAAAAAAtIKgFfaRkZEaPXq0pk+frk2bNum9997T4sWLdf3110uqPnpfVlZ9feXIkSNVWFiorKws7dixQ1lZWSotLdWoUaMkSePGjdMbb7yhFStWaOvWrZo8ebKGDh2qrl27Kjo6WldddZVmzpypjRs36osvvtBjjz2msWPH+s4UAAAAAADAroJW2EvSlClT1LdvX91www2aMWOGJk2apBEjRkiSUlNTtWbNGklSdHS0Fi5cqOzsbKWlpSknJ0eLFi1SmzZtJEnJycl6+OGHNX/+fI0bN05t27bV7NmzfdN54IEHdP755ys9PV3p6ek677zzdO+997b+DAMAAAAA0MyMZdn1KoLWl58fejdTSEiICVpc1TfP2y+vd7qk3FqtHeVwTFdhYTtunqfg5wqNR66Cy+EwMqZSH374dx06VOTXFhMTrQsvHCrLcsuyLPJkE2xT9kGu7INc2QN5so9QzVVNXI0R1CP2AAAAAADg2FDYAwAAAABgY9w9DkdljJExdYdXnzLb+vEAAAAAAH5EYY8jMsbICitXkae4TpvLuBRtLN8zpwEAAAAArY/CHkdkjFTkKdb89fOUV5zv19Yr4XTdPeRqcdAeAAAAAIKHwh6Nklecr9xD/ne+T4xKDFI0AAAAAIAa3DwPAAAAAAAbo7AHAAAAAMDGKOwBAAAAALAxCnsAAAAAAGyMwh4AAAAAABujsAcAAAAAwMYo7AEAAAAAsDEKewAAAAAAbCzgwv61117ToUOHWiIWAAAAAAAQoIAL+z/96U8aMmSIfvWrX2n16tUqLS1tibgAAAAAAEAjBFzYv/nmm1q1apX69u2rZ555Rueee67uuusuvfvuu6qoqGiJGAEAAAAAQAOadI199+7dlZGRodWrV+vVV1/VKaecot/85jc699xzNWXKFG3YsKG54wQAAAAAAPVwNXXEPXv26O2339Y777yjjRs36owzztDFF1+svLw8/epXv9JVV12le++9tzljBQAAAAAAtQRc2P/pT3/S22+/rY0bN6pnz5665JJL9Oijj6pjx46+Pj/5yU/08MMPU9gDAAAAANDCAi7sX375ZV1yySWaNWuWunfvXm+fPn366MEHHzzm4AAAAAAAwJEFXNi//fbb2rZtm4qLi33DFi9erHPPPVe9evWSJPXs2VM9e/ZsvigBAAAAAEC9Ar553po1azR27Fi/G+Rt2rRJV199td57771mDQ4AAAAAABxZwIX9U089pRkzZujGG2/0DXvyySc1bdo0PfHEE80ZGwAAAAAAOIqAC/vdu3crOTm5zvCBAwdq165dzRIUAAAAAABonIAL+z59+mjp0qV1hr/yyiu+a+wBAAAAAEDrCPjmeQ888IBuueUWffTRR+rdu7ckadu2bTpw4IAWLVrU7AECAAAAAICGBVzYn3HGGXr77be1evVqffvtt3K5XBo8eLAuv/xyxcTEtESMAAAAAACgAQEX9pLUrl07XX/99c0dCwAAAAAACFDAhf3//vc/Pfnkk/r3v/8tj8cjy7L82t9///1mCw4AAAAAABxZwIX95MmTVVBQoGuvvVbR0dEtERMAAAAAAGikgAv7TZs2adWqVerRo0dLxAMAAAAAAAIQ8OPufvKTn2j//v0tEQsAAAAAAAhQwEfsb7vtNj344IO66aab1K1bN7ndbr/2s846q9mCAwAAAAAAR9aka+wlacaMGXXajDH6z3/+c+xRAQAAAACARgm4sN+6dWtLxAEAAAAAAJog4GvsJamqqkp///vf9ac//UmFhYXKycnRoUOHmjs2AAAAAABwFAEfsc/NzdXNN9+sgwcP6uDBg7rooov03HPP6YsvvtBzzz2nXr16tUScAAAAAACgHgEfsX/44YeVkpKijz/+WGFhYZKk3//+9zr33HOVlZXV7AECAAAAAICGBVzYf/7557r55pvldDp9w9xut+644w5t3ry5WYMDAAAAAABHFnBhHxERoX379tUZ/s033yg6OrpZggIAAAAAAI0TcGH/y1/+Ug899JD+/ve/S6ou6F977TX99re/1ZVXXhnQe5WXl2vq1KlKSUlRamqqFi9e3GDfLVu2aOzYsUpKStKYMWPqnB2wevVqDR8+XElJSZo4caL279/vN27Pnj39/tLS0gKKFQAAAACAUBTwzfMmTpyo2NhYTZ8+XaWlpUpPT1d8fLxuvPFG3XLLLQG919y5c7V582a9+OKL+v7773X//ferU6dOGjlypF+/kpISpaen67LLLtPvfvc7vfzyy5owYYLeffddtWnTRps2bVJmZqZmzJihXr16KSsrS1OmTNHChQslSTt27FDv3r317LPP/jjjroBnHQAAAACAkNOk6nb8+PEaP368SkpKVFVVpZiYmIDfo6SkRCtWrNCzzz6rvn37qm/fvtq+fbuWLVtWp7Bfs2aNwsPDNXnyZBljlJmZqXXr1mnt2rVKS0vT0qVLNWrUKI0ePVpS9Q8GF154oXbt2qWuXbvqq6++Uvfu3ZWYmNiU2QUAAAAAIGQFXNi//vrrR2yvKa6PZuvWrfJ4PEpOTvYNGzhwoJ555hl5vV45HD9eJZCTk6OBAwfKGCNJMsZowIAB2rhxo9LS0pSTk6PbbrvN179jx47q1KmTcnJyfIV9z549Gz+TAAAAAADYRMCF/VNPPeX3uqqqSvv27ZPL5dIZZ5zR6MI+Ly9PcXFxvkfmSVJCQoLKy8t14MABtWvXzq9vjx49/MaPj4/X9u3bJUl79+5V+/bt67Tv3r1bkvTVV1/J6/Xqsssu06FDh3T++edr8uTJAd/s74ffFUJGTTwtGZcxkpGq/1N7Osa/X73jmtBbbsHQGrlC8yBXwXX48q+dg/pyQ55CH9uUfZAr+yBX9kCe7CNUcxVIPAEX9h988EGdYcXFxXrooYcCOipeWlrqV9RL8r2uqKhoVN+afmVlZQ22V1ZWateuXerSpYseeeQRFRYWavbs2frNb36jBQsWNDpeSYqPD/ySg9bQ0nGVFh6U2+1UWJj/6uJ2OWWMFBbmVN1VySnJqXbteFLC4UJ1HUJd5Cp4CgsL5Xa76u5z3C65XE7Fxv64XyFP9kGu7INc2Qe5sgfyZB92zlWz3EEuKipKkyZN0rhx45Sent6occLDw+sU8DWvIyIiGtW3pl9D7ZGRkXK73frnP/+p8PBwud1uSdLvfvc7jRkzRnv27FGHDh0aPZ/79h2SZTW6e4szpnrla8m4HA4jj6pUWVmligqPX1ulp0qWJVVUVEny1BqzSg5HlQoLi+T1htBCC5LWyBWaB7kKLofDSKpSZaWn7j6n0iOPp0r79xfJsizyZBNsU/ZBruyDXNkDebKPUM1VTVyN0Wy3ht+6dau8Xm+j+3fo0EEFBQXyeDy+O9Tn5eUpIiJCsbGxdfrm5+f7DcvPz/edft9Qe83N8mqfct+9e3dJCriwtyyFVKJrtGRcliVZRpL1w59fo3+/huIKxWUWLCwP+yBXwWFZ1R9i9S3/mteHt5En+yBX9kGu7INc2QN5sg875yrgwn78+PG+m9jVKC4u1rZt23TjjTc2+n169+4tl8uljRs3KiUlRZKUnZ2t/v37+904T5KSkpL07LPPyrIsGWNkWZY2bNig22+/3deenZ3tezZ9bm6ucnNzlZSUpB07dmjs2LH661//qq5du0qS/vOf/8jlcqlbt26Bzj4AAAAAACEl4MJ+8ODBdYaFhYXpvvvu0znnnNPo94mMjNTo0aM1ffp0PfLII9q7d68WL16s2bNnS6o+eh8TE6OIiAiNHDlSjz/+uLKysvTLX/5Sf/nLX1RaWqpRo0ZJksaNG6fx48frzDPPVP/+/ZWVlaWhQ4eqa9eu8nq96tatm377299q6tSpKiws1LRp0zR27Fi1bds20NkHAAAAACCkBFzYZ2RkNNvEp0yZounTp+uGG25QdHS0Jk2apBEjRkiSUlNTNXv2bKWlpSk6OloLFy7UtGnT9Morr6hnz55atGiR2rRpI0lKTk7Www8/rKeeekoHDx7UkCFDNHPmTEmSw+HQggULlJWVpWuvvVYOh0OXXXaZJk+e3GzzAQAAAABAsARc2E+ZMqXRfWuOvjckMjJSc+bM0Zw5c+q0bdu2ze/1GWecoVWrVjX4Xmlpab5T8Wvr2LGj5s2b14iIAQAAAACwF8fRu/hr27atVq9ere3btysqKkpxcXHavXu3Vq1apaKiopaIEQAAAAAANCDgI/a7du3SzTffrLvvvttv+AsvvKDPPvvsqEfpAQAAAABA8wn4iP0//vEPjR49us7woUOH6tNPP22OmAAAAAAAQCMFXNj/5Cc/0cqVK/2GWZalP//5z+rVq1ezBQYAAAAAAI4u4FPxMzMzNWHCBL3zzjvq2bOnJOnLL79UVVWVFi1a1OwBAgAAAACAhgVc2KekpOidd97RW2+9pW+++UYRERG64IILdOmllyo8PLwlYgQAAAAAAA0IuLCXpPj4eKWlpen//b//p+7du6uyspKiHgAAAACAIAj4Gvvy8nJlZmZq0KBBuvLKK7V371498MADuuWWW3Tw4MGWiBEAAAAAADQg4ML+0Ucf1VdffaVVq1b5jtJPmjRJBQUFmjVrVrMHCAAAAAAAGhZwYf/OO+8oMzPTd+M8SerZs6dmzpypdevWNWtwAAAAAADgyAIu7IuLixUZGVlnuNfrVVVVVbMEBQAAAAAAGifgwn7YsGF64oknVFRU5Bu2a9cuzZo1SxdccEGzBgcAAAAAAI4s4ML+oYceksPh0KBBg1RaWqoxY8ZoxIgRio2N1W9/+9uWiBEAAAAAADQg4MfdFRQU6Omnn9auXbv01VdfyePx6NRTT1X37t1bIj4AAAAAAHAEARf248aN08KFC9WvXz917dq1JWICAAAAAACNFPCp+AkJCdq3b19LxAIAAAAAAAIU8BH7Pn366I477lD//v3VuXNnhYWF+bXPnj272YIDAAAAAABHFnBhL0mXX355c8cBAAAAAACaIODCniPyAAAAAACEjkZdYz906FAVFBT4Dfv666/l8XhaJCgAAAAAANA4jSrsd+/eLa/X6zfsyiuvVG5ubosEBQAAAAAAGifgu+LXsCyrOeMAAAAAAABN0OTCHgAAAAAABB+FPQAAAAAANtbou+I///zzatOmje91ZWWllixZorZt2/r1y8jIaL7oAAAAAADAETWqsD/rrLP073//229YcnKytm7d6jfMGNN8kQEAAAAAgKNqVGH/5z//uaXjAAAAAAAATcA19gAAAAAA2BiFPQAAAAAANtbom+cBANBcjDGq77YsDoeRZXG/FgAAgEBQ2AMAWpUxRpYVoaKiugW8yyW1aeOpt+gHAABA/RpV2P/rX/9q9BueddZZTQ4GAHD8M0YqKjKaP1/Ky7P82nr1Mrr11iAFBgAAYFONKuzHjx/v97r6aIulyMhIud1uFRYWyul0KjY2Vp9++mmLBAoAOL7k5VnKzfUflpho1d8ZAAAADWpUYX/48+pfffVVvfrqq8rKylL37t0lSd99950efPBBpaamtkyUAAAAAACgXgHfFf/xxx/X9OnTfUW9JHXp0kVTp07VokWLmjU4AAAAAABwZAEX9sYY7dmzp87wb7/9VuHh4c0SFAAAAAAAaJyA74p/zTXXaPLkybrpppvUq1cvWZalf//731qyZIkmTZrUEjECAAAAAIAGBFzYZ2RkKDExUStWrNDChQslSaeddpoeeughXX755c0eIAAAAAAAaFiTnmN/9dVX6+qrr27uWAAAAAAAQIACvsZekrKzs3XnnXfqiiuuUG5urhYtWqS33nqruWMDAAAAAABHEXBh/8477yg9PV2dO3fWN998I4/HI5fLpQceeEAvvfRSS8QIAAAAAAAaEHBhP2/ePE2fPl3333+/nE6nJOnmm2/WI488ohdeeKHZAwQAAAAAAA0LuLDfuXOnzjzzzDrDzzjjjHofg3ck5eXlmjp1qlJSUpSamqrFixc32HfLli0aO3askpKSNGbMGG3evNmvffXq1Ro+fLiSkpI0ceJE7d+/v973mTFjhsaPHx9QnAAAAAAAhKqAC/sePXro448/rjN81apV6tGjR0DvNXfuXG3evFkvvviipk2bpnnz5mnt2rV1+pWUlCg9PV0pKSlauXKlkpOTNWHCBJWUlEiSNm3apMzMTGVkZGj58uUqLCzUlClT6rzPhg0b9PLLLwcUIwAAAAAAoSzgu+JPmTJFt99+u/75z3+qsrJSzzzzjHbu3KnNmzdrwYIFjX6fkpISrVixQs8++6z69u2rvn37avv27Vq2bJlGjhzp13fNmjUKDw/X5MmTZYxRZmam1q1bp7Vr1yotLU1Lly7VqFGjNHr0aEnVPxhceOGF2rVrl7p27SpJqqio0EMPPVTv2QYAAAAAANhVwEfsU1JS9Le//U3du3fXsGHDdODAAZ155plas2aNzjnnnEa/z9atW+XxeJScnOwbNnDgQOXk5Mjr9fr1zcnJ0cCBA2WMkSQZYzRgwABt3LjR156SkuLr37FjR3Xq1Ek5OTm+YYsWLVLPnj01ZMiQQGcZAAAAAICQFfAR+88//1zJycn69a9/7Te8pKRE8+bNU0ZGRqPeJy8vT3FxcQoLC/MNS0hIUHl5uQ4cOKB27dr59a19mn98fLy2b98uSdq7d6/at29fp3337t2SpK+++kovv/yy3njjjWM6Ff+H3xVCRk08LRmXMZKRqv9TezrGv1+945rQW27B0Bq5QvMgVy2vsfuF2n3qyw15Cn1sU/ZBruyDXNkDebKPUM1VIPEEXNhfd911GjBggJ544gl16NDBN7ykpETz589vdGFfWlrqV9RL8r2uqKhoVN+afmVlZQ22W5alhx56SJMmTVJCQkLjZrIB8fExxzR+S2npuEoLD8rtdioszH91cbucMkYKC3Oq7qrklORUu3bRLRqb3YTqOoS6yFXLKi2V3G6p1q5bbnf1WVlut6vuPsftksvlVGzsj/sV8mQf5Mo+yJV9kCt7IE/2YedcBVzYS1Lbtm01evRoPfroo0pNTW3ShMPDw+sU8DWvIyIiGtW3pl9D7ZGRkVq+fLmqqqp09dVXNynOw+3bd0iWdcxv02yMqV75WjIuh8PIoypVVlaposLj11bpqZJlSRUVVZI8tcasksNRpcLCInm9IbTQgqQ1coXmQa5ansNh5PFEqrLSUq1dtyorJcuyVFnpqbvPqfTI46nS/v1FsiyLPNkE25R9kCv7IFf2QJ7sI1RzVRNXYwRc2BtjNGvWLL3zzjuaOHGibr75Zt15552+698bq0OHDiooKJDH45HLVR1GXl6eIiIiFBsbW6dvfn6+37D8/Hzf6fcNtScmJmr58uXavHmzBgwYIEmqrKxUVVWVkpOT9dZbb6lTp06NjtmyFFKJrtGScVmWZBlJ1g9/fo3+/RqKKxSXWbCwPOyDXLWcxi7b2n1qXh8+PnmyD3JlH+TKPsiVPZAn+7BzrgK+eZ71w5yOGzdOf/7zn/XGG2/opptuUmFhYUDv07t3b7lcLt8N8CQpOztb/fv3l8PhH1ZSUpK++OIL37Qty9KGDRuUlJTka8/Ozvb1z83NVW5urpKSkvTYY4/prbfe0uuvv67XX39dv/zlL9WvXz+9/vrrda7LBwAAAADAbgIu7A93xhln6LXXXpPT6dT48eMDGjcyMlKjR4/W9OnTtWnTJr333ntavHixrr/+eknVR+/LysokSSNHjlRhYaGysrK0Y8cOZWVlqbS0VKNGjZJU/SPDG2+8oRUrVmjr1q2aPHmyhg4dqq5du6pDhw7q1q2b769t27aKiIhQt27dfGcKAAAAAABgVwEX9r/4xS8UHh7uex0XF6fnnntOV155pTp27BjQe02ZMkV9+/bVDTfcoBkzZmjSpEkaMWKEJCk1NVVr1qyRJEVHR2vhwoXKzs5WWlqacnJytGjRIrVp00aSlJycrIcffljz58/XuHHj1LZtW82ePTvQWQMAAAAAwHYCPmRdX8FsjNFdd92lu+66K6D3ioyM1Jw5czRnzpw6bdu2bfN7fcYZZ2jVqlUNvldaWprS0tKOOs1JkyYFFCMAAAAAAKGsUYX9RRddpFdffVVxcXEaNmxYgzfKM8bovffea9YAAQAAAABAwxpV2GdkZCgqKsr370DvgA8AJyJjjOrbXVbfcdWmt1wNsuplanx3rHU4TK075LNcAQDAiadRhf0vfvEL378bc7o7AJzojDGKjSiX8RbXabMcUSosC6cIDVBYWJiiwzwyVT88haXkoGJdVb4nb7JcAQDAiapRhf348eMbfZR+yZIlxxQQABwPjJGMt1jWtnmyyvJ/HB6RINMzQ8aE2/Y5qcHidrtlqopl/Xe+rNJ8ye2Ut7K6sGe5AgCAE1mjCvvBgwe3dBwAcFyyyvKl0twfX0viYqZj41umVS6pwlM9TCxXAABw4mr0NfYAAAAAACD0BPy4u9LSUi1fvlw7duxQVVWVb3hFRYW2bNmiv/3tb80aIAAAAAAAaJgj0BEefPBBLVy4UKWlpfrrX/+qyspK7dixQ2+99ZYuueSSlogRAAAAAAA0IOAj9uvWrdMf/vAHnXvuudq+fbtuvPFG9evXT7/73e+0ffv2logRAAAAAAA0IOAj9uXl5frJT34iSTrttNO0efNmSdLVV1+tzz//vFmDAwAAAAAARxZwYd+9e3f94x//kFRd2GdnZ0uSDh06pPLy8uaNDgAAAAAAHFHAp+JnZGTo17/+tbxer6644gpdcskluv3227Vt2zadd955LREjAAAAAABoQMCF/UUXXaS//e1v8nq96tixo1566SW98cYbGjBggMaPH98SMQIAAAAAgAYEXNhLUteuXX3/7tWrl3r16tVsASE4jDEypu5wh8PIWK0fDwAAAACgcQIu7D///HPNmjVLX3/9tSorK+u0/+c//2mWwNB6jDGKjSiX8RbX0+hSUZUl1VP0AwAAAACCL+DCPjMzU6eddpruueceRUREtERMaGXGSMZbLGvbPFll+f5tbU+Xul4dpMiA0HfEs11aPxwAAACcgAIu7Pfu3atnnnlGp556akvEgyCyyvKl0lz/YRGJQYoGCH3GGIWFSR5P3bOXjHFU/2gmiatZAAAA0JICLuwvu+wyvfXWW8rIyGiJeADANoypLurXr/+Xiov9L2VJSEjQkORTuIwFAAAALS7gwv7WW2/VlVdeqZUrV6pz584ytc5BXbJkSbMFBwB2UFxcrEOHivyGRUVFBSkaAAAAnGgCLuzvu+8+tWvXTsOHD+cae4Schq53tizJsjghGgAAAMDxJ+DCftu2bVq5cqW6d+/eEvEATWaMkRVWriJP3bv7R4dFy1kZXm9xT9EPAAAAwM4CLuwHDhyor776isIeIccYqchTrPnr5ymv+Me7+//kpG66//zb5Y4sUn31u2VFqbCw/qIfAAAAAEJdwIV9amqqpk6dqnfeeUddu3aV0+n0a+emegi2vOJ85R768e7+iVGJcpgSWdYCeb21HudnEmRMhowJr7foBwAAAIBQF3Bh/+GHH6p3797as2eP9uzZ49dW+0Z6QCixrHxJtR7nZ6nea/IBAAAAwC4CLuyvvvpqDRkyRHFxcS0RDwAAAAAACIAj0BFmzJihAwcOtEAoAAAAAAAgUAEX9oMHD9abb76pioqKlogHAAAAAAAEIOBT8fft26c//vGPeuaZZ9SuXTuFh4f7tb///vvNFhwAAAAAADiygAv7q666SldddVVLxAIAAAAAAAIUcGH/i1/8QpJUWlqqnTt3yuv16pRTTlF0dHSzBwcAaB7GmAafAGFZksXzHgEAAGwr4MK+srJSjz76qF566SVVVVXJsiy5XC5ddtllmjFjhsLCwloiTgBAExljFBYmeTyV9ba73W5VVBiKewAAAJsKuLCfM2eOPvroIy1YsEDJycnyer364osvNGvWLD3xxBO6//77WyJOAEATGVNd1K9f/y8VFxf7tUVFRWnQoLNkjFvU9QAAAPYUcGG/evVq/eEPf9DgwYN9wy644AKFh4frvvvuo7AHgBBVXFysQ4eKgh0GAAAAmlnAj7uzLEvx8fF1hrdr167OkSAAAAAAANCyAi7szz77bD322GMqKvrxqE9hYaF+//vf+x3FBwAAAAAALS/gU/GnTp2q66+/Xuedd55OPfVUSdI333yjrl27asGCBc0eIAAAAAAAaFjAhX2HDh20evVqrVu3Tl9//bXCw8N16qmnasiQIXI4Aj4BAAAAAAAAHIOAC3up+tFIF110kS666KLmjgcAAAAAAASgUYX9sGHDZIw5aj9jjN57771jDgoAAAAAADROowr7SZMmNdhWUlKixYsX63//+5+Sk5ObLTAAAAAAAHB0jSrsf/GLX9Q7/P3339fTTz+tkpISzZo1S1deeWWzBgcAAAAAAI6sSXe7+9///qdf/epXmjRpks4991ytXbu2SUV9eXm5pk6dqpSUFKWmpmrx4sUN9t2yZYvGjh2rpKQkjRkzRps3b/ZrX716tYYPH66kpCRNnDhR+/fv97Xt27dPd955pwYOHKghQ4bo0UcflcfjCTheOzDGyOGo/68xl1MAAPyxXwUAAKEuoMLe4/Fo4cKFuuSSS/T9999r2bJlmjVrlk466aQmTXzu3LnavHmzXnzxRU2bNk3z5s3T2rVr6/QrKSlRenq6UlJStHLlSiUnJ2vChAkqKSmRJG3atEmZmZnKyMjQ8uXLVVhYqClTpvjGv++++1RUVKTly5frD3/4g9566y0999xzTYo5lBljZFkROnQost4/y4rgSygABID9KgAAsING3xX/s88+08MPP6w9e/borrvu0vXXX39Mj7crKSnRihUr9Oyzz6pv377q27evtm/frmXLlmnkyJF+fdesWaPw8HBNnjxZxhhlZmZq3bp1Wrt2rdLS0rR06VKNGjVKo0ePllT9g8GFF16oXbt2qUOHDoqPj9ekSZPUrVs3SdLPf/5zZWdnNzn2UGWMVFRkNH++lJdn+bUlJhpNnGgUEyNZVgNvAADww34VAADYQaMK+/vuu09vvfWWOnfurOnTp6tDhw4NFsZnnXVWoya8detWeTwevxvuDRw4UM8884y8Xq/fjwY5OTkaOHCg76iIMUYDBgzQxo0blZaWppycHN12222+/h07dlSnTp2Uk5OjSy+9VI899pivbfv27frggw901VVXNSpOO8rLs5SbW3uoJYmjSgDQFA3tV2tOya+PZUkWFT8AAGgFjSrsV69eLUn67rvvdN999zXYzxij//znP42acF5enuLi4hQWFuYblpCQoPLych04cEDt2rXz69ujRw+/8ePj47V9+3ZJ0t69e9W+ffs67bt37/Ybdt111+lf//qX+vbtq2uvvbZRcR4u1M62rInn8P8fKcaa9tp9jKku+Rsa1ddWu8Nhr+ubbkPTayk181FnZkIgztq5QugKJFdH2vYOf13fptPa20bN/xuKs9W31QCWb72vzY//N9aPg5p7Po70fjExUmxshbzeShlTt4APC3OrosKc8MU9+z/7IFf2Qa7sgTzZR6jmKpB4GlXYb926tamxNKi0tNSvqJfke11RUdGovjX9ysrKjthe48EHH9TBgwc1a9Ys3XPPPXrmmWcCijk+Piag/q3l8LhKSyW3W6q1OOR2Sy6X1K5ddP1vUnJQcjulqlqrhMspYySX26mwMP829w9tYWFO1V2VnJKcDU+vhZQWHpS7VqyhFGeorkOoq7G5KiwslNvtqrN9uFxOGWMU5nJKh7e5nZLLqXaxrbttNBSn2+2Sy+VUbCvHc6R9lTHm6MvUXd0W9sP/W3K5NhRrTIxUVVWijRuzffd8qdGmTRudddZZio+PbfZ47Ir9n32QK/sgV/ZAnuzDzrlq9DX2zS08PLxO4V3zOiIiolF9a/o11B4ZGek3rFevXpKkRx55RFdeeaW+++47denSpdEx79t3KKSuozSmeuWricvhMPJ4IlVZaanW4lBlpeTxGO3fXyqv138mHA6jWFeVvJVVUkWtpwV4qmRZkqeyShW12ip/aKuoqJJU+ykDVXI4qlRYWFRnei3F4TDyqEqVtWINhThr5wqhK5BcVZ+CXaXKSk+d7cPjqZJlWarw1NqunFVyeKpUuL91t42G4qys9MjjqdL+Vo7nSPsqy7KOvkwrPQpzu1RR6am+0qiFlmtjYj14sFCHDhXVamv95Rqq2P/ZB7myD3JlD+TJPkI1VzVxNUbQCvsOHTqooKBAHo9HLld1GHl5eYqIiFBsbGydvvn5+X7D8vPzfaffN9SemJiooqIirVu3TiNHjvRdt19zWn9BQUFAhX319ZKBzWdrqInraPE11Meyqr8XNzSqr612h8Ne1zfdxsTUnCxLsozqzkwIxRmq6xDqakyuLKt6h9vQduX7d+3xGvn+zaUxcbb6ttqIaR1pmfoWquX3z2afj2ONlW3+RywL+yBX9kGu7IE82Yedc9X029ofo969e8vlcmnjxo2+YdnZ2erfv3+du+0nJSXpiy++8F2naFmWNmzYoKSkJF/74Tfzy83NVW5urpKSklRaWqq7775bOTk5vvYvv/xSTqdTp556agvOIQDYA89pBwAAsLegFfaRkZEaPXq0pk+frk2bNum9997T4sWLdf3110uqPnpfVlYmSRo5cqQKCwuVlZWlHTt2KCsrS6WlpRo1apQkady4cXrjjTe0YsUKbd26VZMnT9bQoUPVtWtXJSYmasSIEZo5c6a2bNmizz//XJmZmbruuusUHd2615QCQKgJCwtTdJhHMc59inXvr/sXUSGn00HRDwAAEMKCdiq+JE2ZMkXTp0/XDTfcoOjoaE2aNEkjRoyQJKWmpmr27NlKS0tTdHS0Fi5cqGnTpumVV15Rz549tWjRIrVp00aSlJycrIcfflhPPfWUDh48qCFDhmjmzJm+6TzyyCN65JFHdNNNN0mSRo8erXvvvbf1ZxgAQozb7ZapKpb13/nylvpf0mSiu6n4tNt1SEXVl7nUEuWOkqkIP+Hv+g4AABBsQS3sIyMjNWfOHM2ZM6dO27Zt2/xen3HGGVq1alWD75WWlqa0tLR622JiYjR79uxjCxYAjmNWWb5U6v+gdisiUUWVJZq3foHyiv2L/sSoBE0clKEYE27ba9EAAACOF0Et7AEAoS+vJF+5h3KP3hEAAABBEbRr7AEAAAAAwLGjsAcAAAAAwMYo7AEAAAAAsDGusQeAozDGqL4nuzkcRlZ9t4sHgqShdVWSLEs8wQAAgOMUhT0AHIExRpYVoaKiutWSyyW1aeNpsJACWtOR1lVJioqyZEwZxT0AAMchCnsAOAJjpKIio/nzpbw8/4KoVy+jW28NUmBALUdaVxMTjSZONIqJEY8nBADgOERhDwCNkJdnKbfWE98SE6mQEHrqW1clSxKnlgAAcLyisIftHOl6Z0OdBQAAAOAEQ2EPWzHGKDaiXMZbXE+jS0VVFgelAAAAAJxQKOxhK8ZIxlssa9s8WWX5/m1tT5e6Xh2kyAAAAAAgOCjsYUtWWb5U6n8RqRWRGKRoAAAAACB4HMEOAAAAAAAANB2FPQAAAAAANkZhDwAAAACAjVHYAwAAAABgYxT2AAAAAADYGIU9AAAAAAA2RmEPAAAAAICNUdgDAAAAAGBjFPYAAAAAANgYhT0AAAAAADZGYQ8AAAAAgI1R2AMAAAAAYGMU9gAAAAAA2BiFPQAAAAAANkZhDwAAAACAjVHYAwAAAABgY65gBwAAQLMwDjkcpt4my5Isy2rlgOzPGCNT/yJlmQIAEEIo7AEA9ueOUZFxq9DaJ6ueQjTKHSVTEU4hGgBjjKywchV5iuttZ5kCABA6KOwBAPbnjFBRZYnmrV+gvOJ8v6bEqARNHJShGBMuatDGM0Yq8hRr/vp5LFMAAEIchT0A4LiRV5Kv3EO5wQ7juJJXzDIFACDUcfM8AAAAAABsjMIeAAAAAAAb41R8AABwXOPu/gCA4x2FPQAAOG4ZYxQbWy5j6r+7v2VFqbCQu/sDAOyNwh4AABy3jJGMKZZlzZNl5ddqS5AxGTLc3R8AYHMU9gAA4LhXXdTn1hqmBk/RBwDATrh5HgAAAAAANkZhDwAAAACAjVHYAwAAAABgYxT2AAAAAADYWFAL+/Lyck2dOlUpKSlKTU3V4sWLG+y7ZcsWjR07VklJSRozZow2b97s17569WoNHz5cSUlJmjhxovbv3+9rKywsVGZmps4991ydffbZeuCBB1RYWNhi8wUAAAAAQGsJamE/d+5cbd68WS+++KKmTZumefPmae3atXX6lZSUKD09XSkpKVq5cqWSk5M1YcIElZSUSJI2bdqkzMxMZWRkaPny5SosLNSUKVN840+bNk1bt27VokWL9Pzzz+urr77Sgw8+2GrzCQAAAABASwna4+5KSkq0YsUKPfvss+rbt6/69u2r7du3a9myZRo5cqRf3zVr1ig8PFyTJ0+WMUaZmZlat26d1q5dq7S0NC1dulSjRo3S6NGjJVX/YHDhhRdq165dio+P19tvv62XX35Z/fr1kyRNnTpV1157rcrLyxUeHt7asw4AOAEYY2QaeJaaZUkWD04HAADNJGhH7Ldu3SqPx6Pk5GTfsIEDByonJ0der9evb05OjgYOHOj7gmSM0YABA7Rx40Zfe0pKiq9/x44d1alTJ+Xk5MjhcOiZZ55R7969/d6zqqpKxcXFLTR3AIATWVhYmKLDPIpx7lOse3/dv4jyBot+AACAQAXtiH1eXp7i4uIUFhbmG5aQkKDy8nIdOHBA7dq18+vbo0cPv/Hj4+O1fft2SdLevXvVvn37Ou27d+9WRESEzj//fL+2JUuWqGfPnn7TaIxQ+w5WE8/h/z9SjDXttfsYIxlV/9U7Xk1b7Q6Hva5vug1N71g0KdYgxFnfNBqaPkJLoNtV7fHqe13fptPS61x9sTS0/R8eV51xVc829cPrps5HcyxTXzxGMlboxRoW5papKpb13/mySvP9+0YkyNEzQw5HuGr9jn1MmvoZcMT+Uv073QCWabD3f0eb79b4DLCLYOcKjUeu7IE82Ueo5iqQeIJW2JeWlvoV9ZJ8rysqKhrVt6ZfWVnZEdsPt3TpUv3tb3/Tc889F3DM8fExAY/TGg6Pq7RUcrulWotDbrfkcknt2kXX/yYlByW3U6qqtUq4nDJGcrmdCgvzb3P/0BYW5lTdVckpydnw9I5FgLEGLc56hOo6hLoau10ZY+R2u+psHy6XU8YYhbmc0uFtbqfkcqpdbOusczUKCwsDi1M68vbvdsp1DPNxzMvUXd0W9sP/QzVWl6dAqsrzH7Gq5daBJn8GNPR+hQflbqZlGtz930FV7++D+xlgF3xW2Qe5sgfyZB92zlXQCvvw8PA6hXfN64iIiEb1renXUHtkZKTfsGXLlmnWrFmaMmWKUlNTA455375DCqVLIo2pXvlq4nI4jDyeSFVWWqr9m0ZlpeTxGO3fXyqv138mHA6jWFeVvJVVUoXHf0RPlSxL8lRWqaJWW+UPbRUVVZJqjacqORxVKiwsqjO9Y9GUWIMRZ221c4XQFeh2ZVmWKis9dbYPj6dKlmWpwlNrXXVWyeGpUuH+ll3nDudwGElVgcUpHXn7r6ySx1Ol/U2Yj2ZZppUehbldqqj0SFaIx1p7ubbQOtDUz4Ajvp+qVHmMyzTY+z+Hwyg2tkpeb/A+A+wi2LlC45EreyBP9hGquaqJqzGCVth36NBBBQUF8ng8crmqw8jLy1NERIRiY2Pr9M3P9z+VMT8/33f6fUPtiYmJvtfPP/+85s6dq8mTJ+uGG25oUszVNztq0qgtqiauo8XXUB/Lqv5e3NCovrbaHQ57Xd90GxNToJoUaxDibEiorkOoq7Hb1eH9G3pd36bTmuuCZVV/MDS0/R8eV51xVc829cPrps5HcyxTXzyW3z9DMtYGl2tL7B+b8BlwxP5G9e90m7BMg7X/O9p8t+ZngF2wPOyDXNkDebIPO+cqaDfP6927t1wul+8GeJKUnZ2t/v37y+HwDyspKUlffPGF7w7ClmVpw4YNSkpK8rVnZ2f7+ufm5io3N9fXvmrVKs2dO1dTpkzRLbfc0sJzhuZgjJHDUf9fiF36AgAAAABBFbTCPjIyUqNHj9b06dO1adMmvffee1q8eLGuv/56SdVH78vKyiRJI0eOVGFhobKysrRjxw5lZWWptLRUo0aNkiSNGzdOb7zxhlasWKGtW7dq8uTJGjp0qLp27aoDBw7o4Ycf1i9+8QtdcsklysvL8/1VVVUFa/ZxBMYYhYVJxlTW8+f58YZOAAAAAIDgnYovSVOmTNH06dN1ww03KDo6WpMmTdKIESMkSampqZo9e7bS0tIUHR2thQsXatq0aXrllVfUs2dPLVq0SG3atJEkJScn6+GHH9ZTTz2lgwcPasiQIZo5c6Yk6f/+7/9UUlKiVatWadWqVX7Tf//999WlS5fWnWkclTGSx1Op9ev/VeeRhAkJCRqSfAqVPQAAAAD8IKiFfWRkpObMmaM5c+bUadu2bZvf6zPOOKNOYX64tLQ0paWl1Rl+ySWX6JJLLjn2YNHqiouLdehQkd+wqKioIEUDAAAAAKEpqIU9AKB5GWPqPPPU4TCyLE5zAQAAOF5R2APAccIYI8uKUFGRfxHvcklt2njqFPwAAAA4PlDYA7CV+o5I16h+RIlNn1HSDIyRioqM5s+X8vJ+XA69ehndemsQAwMAAECLorAHYBvGGMVGlMt4i+tttxxRKiwLP6GLe6m6qM/N/fF1YuKJvTwAAACOdxT2AGzDGMl4i2VtmyerLN+/LSJBpmeGjAnXCV7XAwAA4ARDYQ/AdqyyfKk013+YeAoibMQ45HDUXWNP9MtJAABA01DYAwDQmtwxKjJuFVr7VPthBVHuKJkKLicBAACBobAHAKA1OSNUVFmieesXKK/4x0tKEqMSNHFQhmK4nAQAAASIwh4AgCDIK8lX7qHco3cEAAA4CkewAwAAAAAAAE1HYQ8AAAAAgI1xKv4JxOFQvXdhdjgMdxNHSDHGyNSzUrKuAgAAAHVR2J8gYmKkmJgKWValjPG/K5Mxjurng6v6kWFAMBljFBYmeTyV9bSxrgIAAAC1UdifICIipKqqCn3++XoVFxf7tSUkJGhI8ik8BBwhwZjqon79+n+xrgIAAACNQGF/gikpKdahQ0V+w6KiooIUDdCw4uITc11t6DIESbIshdTzzR3GIUcDwYZarAAAAMczCnsACBHGGMXGlsuY4nrbLStKhYXhIVEwx4TFKDHaLbfZV+8z10MpVgAAgOMdhT0AhAhjJGOKZVnzZFn5tdoSZEyGjAmvt5BubRHuCDlMiSxrgbze0I4VAADgeEdhDwAhprqoz601TA2eoh9MdooVAADgeMVz7AEAAAAAsDEKewAAAAAAbIzCHgAAAAAAG+MaewDHD+OQw8Hj1wAAAHBiobAHcHxwx6jIuFVo7ZNVT20f5Y6SqeDxawAAADj+UNgDOD44I1RUWaJ56xcor9j/8WuJUQmaOChDMTx+DQAAAMchCnsAx5W8knzlHso9ekcAAADgOMHN8wAAAAAAsDGO2AMAcAIzxsjUc18Kh8PIcOkKAAC2QGEPAMAJyhij2IhyGW9xPY0uFVVZUv0PmgAAACGEwh4AgBOUMZLxFsvaNk9Wmf9NJ03b06WuVwcpMgAAEAgKewAATnBWWb5U6n/TSSsiMUjRAACAQHHzPAAAAAAAbIzCHgAAAAAAG6OwBwAAAADAxrjGHkBQHOkRW5bFbbgBAACAxqKwB9DqjDGyrAgVFdUt4F0uqU0bT71FPwAAAIC6KOwBtDpjpKIio/nzpbw8y6+tVy+jW28NUmAAAACADVHYAwiavDxLuf5P2FJiolV/ZwAAAAD1orAHgNZmHHI46l5r4HDUf98BAAAA4Ego7AGgNbljVGTcKrT2qfY9Al3GpWhjyRjJ4sQFAAAANBKFPYAG71AvVReYFlVm83FGqKiyRPPWL1Becb5fU6+E03X3kKvFQXsAAAAEgsIeOMEZYxQbUS7jLa633XJEqbAsnOK+meWV5Cv3kP8NBhKjEoMUDQAAAOzMEcyJl5eXa+rUqUpJSVFqaqoWL17cYN8tW7Zo7NixSkpK0pgxY7R582a/9tWrV2v48OFKSkrSxIkTtX///jrvYVmWbr75Zq1cubLZ5wWwK2Mk4y2WtW2evDnT/f6sbfNkvMVc9w0AAACEsKAW9nPnztXmzZv14osvatq0aZo3b57Wrl1bp19JSYnS09OVkpKilStXKjk5WRMmTFBJSYkkadOmTcrMzFRGRoaWL1+uwsJCTZkyxe89vF6vZs2apf/7v/9rlXkD7MYqy5dKc/3+rLL8o48IAAAAIKiCVtiXlJRoxYoVyszMVN++ffWzn/1Mt956q5YtW1an75o1axQeHq7Jkyere/fuyszMVFRUlO9HgKVLl2rUqFEaPXq0evXqpblz5+qjjz7Srl27JEl79uzRDTfcoA8++ECxsbGtOp8AAAAAALSkoBX2W7dulcfjUXJysm/YwIEDlZOTI6/X69c3JydHAwcOlPnhfGBjjAYMGKCNGzf62lNSUnz9O3bsqE6dOiknJ0eS9OWXX6pjx4567bXXFBMT08JzBgAAAABA6wnazfPy8vIUFxensLAw37CEhASVl5frwIEDateunV/fHj16+I0fHx+v7du3S5L27t2r9u3b12nfvXu3JGnYsGEaNmzYMcccatcZ18Rz+P8bE2PtPoe/rm90UzO8duPh49UzYk08gS63I81Pk2JtoTgDUTtXocSYw5Zbfe1q/uUTjHW1sfPRGttVS21TgcxfY+JsqVibY5n6pm8kYx091qaux626rh5DnDXTPNJ49eWkUdt/7TgDjDXY+7/GbjehuH9ubcHOFRqPXNkDebKPUM1VIPEErbAvLS31K+ol+V5XVFQ0qm9Nv7KysiO2N5f4+NA82n94XKWlktst1VoccrslY4zcbpfCwvzT7nI5ZYxRmMsp1WqTyyljJJfbWWc89w9tYWFO1V2VnJKcatcuuknzVFhY2GyxtmScgQrVdUglByW3U6qqtXzcTsnlVLvY5l8+rbquup1yBTgfLbZdtfA2VV+sobj9H/MydVe3hf3w/+bOf7PG2th91THGebRYXS7Vn5OGtv8W3KZa30FVr5fB/Qywi5D9rEId5MoeyJN92DlXQSvsw8PD6xTeNa8jIiIa1bemX0PtkZGRzRrzvn2HFEpP/DKmeuWricvhMPJ4IlVZaan2bxqVldVPBais9KiiwuPX5vFUybIsVXiqpFpt8lTJsiRPZVWd8Sp/aKuoqJJUazxVyeGoUmFhkbzewBaaw2EkVTVbrC0VZyBq5yqUOBxGsa4qeSvrWabOKjk8VSrc37zLp9XX1coqeTxV2t+I+Wjx7aoFt6mGYg217b9ZlmmlR2FulyoqPZJ1lFgDyH+LxNrYfdUxxNmYWD0eo/37S/3e+4jbfwttU63N4TCKja2S1xu8zwC7CHau0Hjkyh7Ik32Eaq5q4mqMoBX2HTp0UEFBgTwej1yu6jDy8vIUERFR5wZ3HTp0UH6+/9258/PzfaffN9SemNi8z4S2LIVUomvUxNXY+Gr3Ofx1faNbNcNrNx4+Xj0jBhJT7fGMqX/cJsXaQnE2RSiuQ5Z12HKrr13NH3cw1tVA56Mlt6uW2qYaE2sobP/NsUx907f8/tlgrMY4ZGTqnNJWHUvDwbTqunqEOJsj1vpy0qjtv76ZOIZtqrU1drsJtX1zMLE87CNYuTKm/v2UdPR91YmIbco+7JyroN08r3fv3nK5XL4b4ElSdna2+vfvL4fDP6ykpCR98cUXvp2EZVnasGGDkpKSfO3Z2dm+/rm5ucrNzfW1AwBOXDFhMUqMdismZp9iY/fX+iv33Zg12I4cZ2jFChwrY4wcjrp/rOOhzxij2NjyBvZT7KuAYAnaEfvIyEiNHj1a06dP1yOPPKK9e/dq8eLFmj17tqTqo/cxMTGKiIjQyJEj9fjjjysrK0u//OUv9Ze//EWlpaUaNWqUJGncuHEaP368zjzzTPXv319ZWVkaOnSounbtGqzZAwCEiAh3hBymRJa1QF7vj2d3GZMgYzJkTHhI/DrfUJxS6MUKHAtjjCwrQkVFdYu/qChLxpRxxDeEVd9ssliWNU+Wxb4KCBVBK+wlacqUKZo+fbpuuOEGRUdHa9KkSRoxYoQkKTU1VbNnz1ZaWpqio6O1cOFCTZs2Ta+88op69uypRYsWqU2bNpKk5ORkPfzww3rqqad08OBBDRkyRDNnzgzmrAEAQkz1F9Dcw16H3t1vpbpxVg8LzViBpjBGKioymj9fysv7sfpLTDSaONEoJsa+p8KeSNhXAaElqIV9ZGSk5syZozlz5tRp27Ztm9/rM844Q6tWrWrwvdLS0pSWlnbUaX7wwQeBBwqcyIzjhxsa1sV1dACApsrLs5TrVxdaavjhi0fGNd8ATnRBLewBhDh3jIqMW4XWPln1fGGKckfJVITzhQkAEDTGGFlh5SryFNfbzmcVgBMBhT2AhjkjVFRZonnrFyiv2P86usSoBE0clKEYrqMDAASRMVKRp1jz18/jswrACYvCHsBR5ZXkK/dQ7tE7AsAx4pRqNFVeMZ9VAE5cFPYAACAkGGMUFiZ5PJX1trvdblVUGIp7AABqobAHAAAhwZjqon79+n+puNj/eumoqCgNGnSWjHFzSjUAALVQ2AMAgJBSXFysQ4eKgh0GAAC24Qh2AAAAAAAAoOko7AEAAAAAsDEKewAAAAAAbIzCHgAAAAAAG6OwBwAAAADAxijsAQAAAACwMR53B4QYY4yMqb/NsiQrhB7g7DAOORoI1i6xhlqcAIDmZafPqoa+A4RanHZip+9VwLGgsEfQNLSjdTiMLKuBPXCQtNaHgjFGsbHlMqa4gWlFqbAwPCQ+hGLCYpQY7Zbb7FN94dgl1lCKEzhRsP9Ha7HTZ9WRvgOEUpzNobV+wLDT9yrgWFHYIyiMMbKsCBUV1d2ru1xSmzaeBr9ItbYjxSpJUVGWjClrlg8FYyRjimVZ82RZ+bXaEmRMhowJr/fLSWuLcEfIYUpkWQvk9doz1lCLEzgRsP9Ha7LTZ1VD3wFCLc5jdaTtqrm3KTt9rwKOFYU9gsIYqajIaP58KS/Pf2/aq5fRrbcGKbB6HCnWxESjiRONYmIU0IfCkY5WGaMfvnzk+rVZlkLmy+7hqj8o7RlrqMYJHM9aav9/tP1q096z+ff/R4qVMwBaDp9VoaOh7epYtqmjsVP+gaaisEdQ5eVZyvXfzyoxMTS/1NQXq2TJ4TByOBp/7bYxRlZYuYo8dU8LcxmXoo0lY5r/Qw3Aic3hUJ19lcNhFKzvtc25/2/p/Wqg+3+paZ8BUe4omYoT+7Tg+tbTGvzwcXypu11ZUtD2SID9UdgDxyAmRoqJqZBlVcoY/y8bbrdbFRWmzpcQY6QiT7Hmr5+nvGL/08J6JZyuu4dczccagGbV0L7KGEf1qaqq/kptV8HYrx5p/y8F/hmQGJWgiYMyFHMCnxbc1GUKAKCwB45JRIRUVVWhzz9fr+LiH4++REVFadCgs2SMu8EvaHnF+co95H8IKDEqsSXDBXCCamhflZCQoCHJpxw3B8lac7/a0DKVmv4ZcKI71mUKACcyCnugGZSUFOvQoaJghwEAR1R7XxUVFRXEaI4P7P+bH8sUAALnCHYAAAAAAACg6SjsAQAAAACwMU7FBwAAtlD9mLi6NwRwOIzqudcaAAAnDAp7AAAQ8sLCwhQd5pGpKpTlrNVoXCqqso6bmwACABAoCnsAABDy3G63TFWxrP/Ol7fU/5F2pu3pUtergxQZAADBR2EPAABswyrLl0r9HxNnRfCoUADAiY2b5wEAAAAAYGMU9gAAAAAA2BiFPQAAAAAANsY19sBxpvpxUHWHW5ZkWTwPCkDzcBiHHPXtbMT+pqmOdZk2tP9v7PiBaM1pBdOJMp+on53yb6ft307L1U4o7IHjiDFGlhWhoqK6e8uoKEvGlLGzBHDMYsJilBjtltvsU327FMuKUmFhOPubABzrMj3S/l9q3s8AY4xiY8tlTHG97cdL/ltzmSL02Cn/LRVrfQW4MVJ0dIWMKap3nFDaV51oKOyB44gxUlGR0fz5Ul7ejzvExESjSZOMYmKMvF7/cRwOw6OfAQQkwh0hhymRZS2Q11vr0XMmQcZkyJjwegtU1O9Yl2lD+3/pyJ8BTTk6ZoxkTLEsa54s6/jNf1OXqcRRx+PB0fI/caJRTIxCYj1viViNMbLCylXk8f8Bz+VwKcZZKXnnt8i+KpSWq91Q2APHobw8S7mHPQ0qJsZSTEylLKtSxvjvKY1xVH9Jk8Q+FEAgqou6Wo+es9TgKZY4umNdprX3/9KRPwPcbrcqKkyTitATJf+BLlPp2JYrQkt9+a/+xhR6K3pzxmqMVOQp1vz185RX/GMB3yvhdN095GqZFthXhepytQsKe+AEEBEhVVVV6PPP16u42P+X14SEBA1JPoX9KAAcpxr6DIiKitKgQWfJGDdHxwJ0pM9VliuOJ3nF+co99GMFnhiVGMRocCQU9sAJpKSkWIcO+V8TFRUVFaRoAOD4VX1tat1fTB0Oo3oO8LaK+j4DDo+zJlyHw/xwKnlonU5ul2VqN3a56S43XGsZDS3XYG5XaBoKewAAgGYUFham6DCPTFWhLGetRuNSUZUVEmdJ1Y7TSFLJQcW6qmRJshxRKiwLjZvg2WWZ2o0xRrER5TLeujdCDKX8HylOKbRitZMjLle2K9uhsAcAAGhGbrdbpqpY1n/ny1ta6+ZSbU+Xul4dpMj81Y7TSJLbKW9llRSRINMzdG6CZ5dlajfGSMZbLGvbPFllPy5XE2L5byhOKfRitZMjLle2K9uhsAcAAGgBVlm+VFrr5lIRoXd9ql+cVS6pwhOyt7CyyzK1m9rL1Vb5V2jGaidsV8cHR7ADAAAAAAAATUdhDwAAAACAjVHYAwAAAABgYxT2AAAAAADYWFAL+/Lyck2dOlUpKSlKTU3V4sWLG+y7ZcsWjR07VklJSRozZow2b97s17569WoNHz5cSUlJmjhxovbv3+9rsyxLjz32mM4++2wNGjRIc+fOldfrbbH5AgAAAACgtQS1sJ87d642b96sF198UdOmTdO8efO0du3aOv1KSkqUnp6ulJQUrVy5UsnJyZowYYJKSkokSZs2bVJmZqYyMjK0fPlyFRYWasqUKb7xX3jhBa1evVrz5s3TU089pTfffFMvvPBCq80nAAAAAAAtJWiFfUlJiVasWKHMzEz17dtXP/vZz3Trrbdq2bJldfquWbNG4eHhmjx5srp3767MzExFRUX5fgRYunSpRo0apdGjR6tXr16aO3euPvroI+3atUuStGTJEt15551KSUnR2Wefrfvuu6/e6QAAAAAAYDdBK+y3bt0qj8ej5ORk37CBAwcqJyenzmnyOTk5GjhwoIypfkqlMUYDBgzQxo0bfe0pKSm+/h07dlSnTp2Uk5OjPXv2KDc3V2eddZbfdP73v/9p7969LTiHAAAAAAC0PFewJpyXl6e4uDiFhYX5hiUkJKi8vFwHDhxQu3bt/Pr26NHDb/z4+Hht375dkrR37161b9++Tvvu3buVl5cnSX7tCQkJkqTdu3fXGe9IHA7JshrdvcX98DuHLy5jqv/dpYtRRIR/oB07GhkjxcTEyuXyT3t0dLQkI9Oms+SI8J9GZAc5ZNQ1prMiXP5tHaM7VI9nOkuqNZ6JlzHGF1N9sbdWrMcSZ1NjjYxsI2OMHI7q9ppcOZ2merjXqEtsZ0W4m2+ZHinWEzn/R4q1vjhbertqqWVaE/uJkn/LGSG5nFJ4lYzVfPlviVhDeV/VGvnns8pG+TfybVeOsHgZOX/43PKfVvVnm5HD0VmWxb6qdqy1vwPUZal6YftraLk25rPqx2H1TvDI05SRo2a/WjPN8NbPf0KCkculhqdZT5wtGeuR8n+kWKtVL+/Dv//9WEPUn4sjt1lHrEGaGusRl2sQ9lVHXq5NWW5Hb/PffkK33mtUX8sKTuivv/66/vCHP+jDDz/0Ddu1a5eGDx+ujz76SCeffLJv+A033KCBAwfqzjvv9A37wx/+oC+++EJ/+tOf1Lt3b73wwgs6++yzfe3XXnuthgwZokGDBunaa6/V1q1bVXPE3+v1qnfv3lq2bJnfkX4AAAAAAOwmaKfih4eHq6Kiwm9YzeuIiIhG9a3p11B7ZGSk74yAw9tr/h0ZGdkMcwIAAAAAQPAErbDv0KGDCgoK5PF4fMPy8vIUERGh2NjYOn3z8/P9huXn5/tOo2+oPTExUR06dPC99+HTkaTExMTmmyEAAAAAAIIgaIV979695XK5fDfAk6Ts7Gz1799fjloXZSQlJemLL75QzVUDlmVpw4YNSkpK8rVnZ2f7+ufm5io3N1dJSUnq0KGDOnXq5NeenZ2tTp06BXR9PQAAAAAAoShohX1kZKRGjx6t6dOna9OmTXrvvfe0ePFiXX/99ZKqj6qXlZVJkkaOHKnCwkJlZWVpx44dysrKUmlpqUaNGiVJGjdunN544w2tWLFCW7du1eTJkzV06FB17drV1/7YY4/ps88+02effabHH3/cNx0AAAAAAOwsaDfPk6TS0lJNnz5d77zzjqKjo3XLLbfoxhtvlCT17NlTs2fPVlpamiRp06ZNmjZtmr766iv17NlTM2bMUJ8+fXzvtXLlSj311FM6ePCghgwZopkzZyouLk6SVFVVpblz52rlypVyOp268sorde+99/pupgcAAAAAgF0FtbAHAAAAAADHJmin4gMAAAAAgGNHYQ8AAAAAgI1R2AMAAAAAYGMU9jZVXl6uqVOnKiUlRampqVq8eHGwQzrhVVRU6NJLL9Vnn33mG7Zr1y7deOONOvPMM3XxxRfrk08+8RvnH//4hy699FIlJSXp+uuv165du1o77BPGnj17dOedd2rQoEE677zzNHv2bJWXl0siT6Fm586duuWWW5ScnKyhQ4fqueee87WRq9CVnp6uBx54wPd6y5YtGjt2rJKSkjRmzBht3rzZr//q1as1fPhwJSUlaeLEidq/f39rh3xCeffdd9WzZ0+/vzvvvFMSuQo1FRUVmjFjhs466yyde+65+v3vf+975DO5Cg0rV66ssz317NlTvXr1kkSeQk1ubq4mTJigAQMGaNiwYfrTn/7kazueckVhb1Nz587V5s2b9eKLL2ratGmaN2+e1q5dG+ywTljl5eW65557tH37dt8wy7I0ceJEJSQk6LXXXtMVV1yhjIwMff/995Kk77//XhMnTlRaWppeffVVtWvXTnfccYe4n2XzsyxLd955p0pLS7Vs2TI98cQT+vDDD/Xkk0+SpxDj9XqVnp6uuLg4rVq1SjNmzNCCBQv05ptvkqsQ9tZbb+mjjz7yvS4pKVF6erpSUlK0cuVKJScna8KECSopKZFU/aSbzMxMZWRkaPny5SosLNSUKVOCFf4JYceOHbrwwgv1ySef+P5mzZpFrkLQrFmz9I9//EPPP/+8Hn/8cb3yyitavnw5uQohNT8s1/z9/e9/V7du3XT99deTpxB01113qU2bNlq5cqWmTp2qJ598Uu++++7xlysLtlNcXGz179/f+uc//+kbNn/+fOu6664LYlQnru3bt1uXX365ddlll1mnn366Ly//+Mc/rDPPPNMqLi729b3hhhusp556yrIsy3ryySf9clZSUmIlJyf75RXNY8eOHdbpp59u5eXl+Ya9+eabVmpqKnkKMXv27LF+/etfW4cOHfINmzhxojVt2jRyFaIKCgqs888/3xozZox1//33W5ZlWStWrLCGDRtmeb1ey7Isy+v1Wj/72c+s1157zbIsy/rNb37j62tZlvX9999bPXv2tP7f//t/rT8DJ4h7773Xevzxx+sMJ1ehpaCgwOrTp4/12Wef+YYtXLjQeuCBB8hVCHvmmWes4cOHW+Xl5eQpxBw4cMA6/fTTrW3btvmGZWRkWDNmzDjucsURexvaunWrPB6PkpOTfcMGDhyonJwceb3eIEZ2Ylq/fr0GDx6s5cuX+w3PyclRnz591KZNG9+wgQMHauPGjb72lJQUX1tkZKT69u3ra0fzSUxM1HPPPaeEhAS/4UVFReQpxLRv315PPvmkoqOjZVmWsrOz9a9//UuDBg0iVyFqzpw5uuKKK9SjRw/fsJycHA0cOFDGGEmSMUYDBgxoMFcdO3ZUp06dlJOT06qxn0i++uor/eQnP6kznFyFluzsbEVHR2vQoEG+Yenp6Zo9eza5ClEHDhzQs88+q3vvvVdhYWHkKcREREQoMjJSK1euVGVlpb7++mtt2LBBvXv3Pu5yRWFvQ3l5eYqLi1NYWJhvWEJCgsrLy3XgwIHgBXaCuuaaazR16lRFRkb6Dc/Ly1P79u39hsXHx2v37t2NakfziY2N1Xnnned77fV6tXTpUp199tnkKYQNGzZM11xzjZKTk/Xzn/+cXIWgTz/9VJ9//rnuuOMOv+FHy8XevXvJVSuyLEvffPONPvnkE/385z/X8OHD9dhjj6miooJchZhdu3apc+fOev311zVy5EhddNFFmj9/vrxeL7kKUS+//LLat2+vkSNHSmL/F2rCw8P10EMPafny5UpKStKoUaN0/vnna+zYscddrlzBDgCBKy0t9SvqJfleV1RUBCMk1KOhPNXk6GjtaDmPPvqotmzZoldffVV/+tOfyFOIeuqpp5Sfn6/p06dr9uzZbFMhpry8XNOmTdNDDz2kiIgIv7aj5aKsrIxctaLvv//el5Mnn3xS3333nWbNmqWysjJyFWJKSkq0c+dO/eUvf9Hs2bOVl5enhx56SJGRkeQqBFmWpRUrVujWW2/1DSNPoeerr77ShRdeqJtuuknbt2/XzJkzdc455xx3uaKwt6Hw8PA6K1TN69pfrhA84eHhdc6gqKio8OWooTzGxsa2VognpEcffVQvvviinnjiCZ1++unkKYT1799fUnUBed9992nMmDEqLS3160OugmfevHnq16+f39kwNRrKxdFyVfvMJzSPzp0767PPPlPbtm1ljFHv3r3l9Xr1m9/8RoMGDSJXIcTlcqmoqEiPP/64OnfuLKn6h5mXX35Z3bp1I1ch5t///rf27NmjSy65xDeM/V9o+fTTT/Xqq6/qo48+UkREhPr37689e/ZowYIF6tq163GVK07Ft6EOHTqooKBAHo/HNywvL08RERF8gQ0hHTp0UH5+vt+w/Px83yk9DbUnJia2WownmpkzZ+qFF17Qo48+qp///OeSyFOoyc/P13vvvec3rEePHqqsrFRiYiK5CiFvvfWW3nvvPSUnJys5OVlvvvmm3nzzTSUnJ7NdhaCTTjrJdx2pJHXv3l3l5eVsVyEmMTFR4eHhvqJekk499VTl5uayXYWgjz/+WCkpKWrbtq1vGHkKLZs3b1a3bt38Dn726dNH33///XGXKwp7G+rdu7dcLpffDaGys7PVv39/ORykNFQkJSXpyy+/VFlZmW9Ydna2kpKSfO3Z2dm+ttLSUm3ZssXXjuY1b948/eUvf9Hvf/97v1/WyVNo+e6775SRkaE9e/b4hm3evFnt2rXTwIEDyVUI+fOf/6w333xTr7/+ul5//XUNGzZMw4YN0+uvv66kpCR98cUXvkcNWpalDRs2NJir3Nxc5ebmkqsW8vHHH2vw4MF+Z7z85z//0UknnaSBAweSqxCSlJSk8vJyffPNN75hX3/9tTp37sx2FYI2bdqkAQMG+A0jT6Glffv22rlzp9+R96+//lpdunQ57nJFFWhDkZGRGj16tKZPn65Nmzbpvffe0+LFi3X99dcHOzQcZtCgQerYsaOmTJmi7du3a9GiRdq0aZOuvPJKSdKYMWO0YcMGLVq0SNu3b9eUKVPUpUsXDR48OMiRH3+++uor/fGPf9Rtt92mgQMHKi8vz/dHnkJL//791bdvX02dOlU7duzQRx99pEcffVS33347uQoxnTt3Vrdu3Xx/UVFRioqKUrdu3TRy5EgVFhYqKytLO3bsUFZWlkpLSzVq1ChJ0rhx4/TGG29oxYoV2rp1qyZPnqyhQ4eqa9euQZ6r41NycrLCw8P14IMP6uuvv9ZHH32kuXPn6tZbbyVXIeanP/2phg4dqilTpmjr1q36+OOPtWjRIo0bN45chaDt27f7PRFEEnkKMcOGDZPb7daDDz6ob775Rh988IGeeeYZjR8//vjLVVAesodjVlJSYk2ePNk688wzrdTUVOuFF14IdkiwLL/n2FuWZX377bfWtddea/Xr18+65JJLrP/7v//z6//3v//dGjFihHXGGWdYN9xwQ8g+F9PuFi5caJ1++un1/lkWeQo1u3fvtiZOnGgNGDDAGjJkiLVgwQLfM2bJVei6//77/Z73m5OTY40ePdrq37+/deWVV1pffvmlX//XXnvNuuCCC6wzzzzTmjhxorV///7WDvmE8t///te68cYbrTPPPNMaMmSI9fTTT/u2K3IVWgoLC63f/OY31plnnmmdc8455CqE9e/f31q3bl2d4eQptGzfvt268cYbrQEDBljDhw+3XnjhheNymzKW9cO5BwAAAAAAwHY4FR8AAAAAABujsAcAAAAAwMYo7AEAAAAAsDEKewAAAAAAbIzCHgAAAAAAG6OwBwAAAADAxijsAQAAAACwMQp7AAiiBx54QD179mzwb+XKlerZs6e+++67Fo9l2LBhWrlyZZPH/9vf/qZ9+/Y1Y0QtY9euXcrMzNQFF1ygfv366cILL9SsWbN04MCBevv/9a9/1fjx4+sMLysr0+DBg1VZWSlJWrJkiS6++GL169dPQ4YM0dSpU5WXl9fkOJ9++ul6pxsszzzzjM455xydd955euONN47Y97PPPlPPnj110UUX1dt+9913q2fPnvrss898w2ovT4/Ho+eff16XX365zjzzTKWkpOjWW29VdnZ2ve954MABnXvuuce0rdTEHWxH2icMGzasVWOpvR4evp0Hcx3dt2+f0tLSfOtLIGqve01RUFCgX/ziFyovLz+m9wGA5uIKdgAAcCLLzMzUvffeK0las2aNFi9erFdffdXX3rZtW5133nlq165dsEJslP/973+666679P777wc7lCPaunWrbrjhBvXr10+///3v1bFjR+3cuVN/+MMfdNNNN2nFihVyuX78aPznP/+phx56SP3796/zXhs2bFD//v3ldru1ZMkSPf/885o2bZpOP/107d27V4899phuvfVWrVq1Sg6HvX9H/+STT/Tss8/queee044dO5SZmakhQ4YoISHhiOPt2bNH//3vf3X66af7hlVUVOjjjz+u0/fw5en1ejVhwgT95z//0f33368BAwaopKREb7zxhm688UYtWbJEycnJvnEPHjyo22+/3RY/LDXGJ5984vv3pEmTlJycrJtvvlmS5HQ6WzWWm2++2Ve8197OD29rbY8++qiuvfZaud3ugMf95JNP1LZt22OaflxcnC688EItWrRIkyZNOqb3AoDmYO9vGgBgczExMUpMTFRiYqJiYmLkdDp9rxMTExUWFqbExMRW/zIfKMuygh1Cozz44INKSkrSc889p4EDB6pTp04655xz9Nxzz+n777/3+2Fi3rx5uu2229S1a9d63+vTTz/VOeecI0latWqVbrrpJg0bNkxdunTRgAED9Pvf/15bt27Vpk2bWmXeWtKOHTvUuXNnJScna8SIEaqsrNTu3buPOl5KSoo++OADv2GffvqpevToUafv4cvz5ZdfVnZ2tpYvX64rrrhCXbt2Vc+ePTV58mRdfvnlWrhwoW+8zz//XGlpaSopKTnGuQwdh+8D3G632rRp43vd2j/yRUVF6aSTTpJUdzs/vK01fffdd3r//fd12WWXNWn8mn3rsRo3bpyWLFlyXK17AOyLwh4AQth3333ndyp+z5499be//U2jRo1SUlKS7rnnHu3atUvXX///27v7sJ7v/YHjzzDpKCe1JmpIHa10wxYlJSo2kUpqxZm52Yi5CZMV25DcTm4iIYehkq7CUugG5+SsTm6ak1Ejt2HmIMoJpX5/dPW5+qrU9tvZOe16Pa6r6/p+v+/P5/19f96f7+d79fq8X+/3dxzW1taMGTOGu3fvKvunp6fj5uaGtbU1o0ePJjc395Xvd+nSJTw9PbG0tGTSpEncvn1bKbtz5w4BAQFYW1vj7OzMxo0befHiBYCScu3i4sLOnTsxNzentLQUqBm1NTU1JTExUanLz8+PhISEJttYXV3Npk2bcHBwwMbGhoCAAJU2mZqacvDgQUaMGIGFhQVjxozh5s2bDR5bYWEh+fn5zJgxAzU1NZUyTU1NEhMTGTJkiPLa3//+d7Zv387QoUMbrK9uIKqmpsbp06d5/vy5Uq6vr09qaipvvfVWg/vXntvk5GQcHR2xsbFh6dKlVFZWKttUVFSwePFi3n77bezt7dmxY4dSVlZWRnBwMP3798fCwoL33nuPjIwMpTw1NZV3330XS0tL3NzcVMpedS4b0rdvXwoLC0lLSyMqKoru3bs3K2XdxcWlXmCfmZmJq6trvW3r9mdiYiKjRo1q8KbK3Llz+eqrr5TnJ0+exNvbm4iIiCbbAzVTTnbu3Im7uzu9e/dm8uTJ9aZMxMXF4ejoSJ8+fQgODlbOa3V1NVFRUTg7O2NhYYGDgwMbN25U9isoKMDPzw9ra2scHR1Vyp4/f87SpUuxtbXF1taWTz/9tNHpH02JiIhg2rRpjB07ln79+pGbm8vdu3eZOXMmffv2xcLCAi8vL2XaQu1nLS0tDVdXVywtLZkyZYry/hUVFSxcuBBbW1v69OlDQECA8j1SN92+7nWelJRULxU/Ly8Pf39/evfujbOzM3FxcUrZZ599xvLlywkMDMTa2honJycOHDiglGdnZ+Ph4YGlpSUuLi7s3bu30eOPj4/HwcFBCc4jIiIICgoiNDSUPn364OzszMmTJ9mzZw/29vbY2dmxa9cuZf+6qfjOzs7ExMTg6+uLpaUlHh4enD9/Xtl2165dDB48GEtLS0aNGsXp06eVMj09Pbp3705ycnLzT54QQvyHSGAvhBAtzIYNG1ixYgVbtmwhLS0Nf39//P392bt3L/fu3WPbtm1ATZAxf/58pk6dyjfffMPIkSP5+OOPuX79eqN1x8XF8dFHH5GYmEhlZSXz588HagKa6dOno6ury/79+1m+fDnJyclERUUBKEF6QkICfn5+aGtrK/8A5+bmoqamxtmzZ4GagDQ/Px9HR8cm27hnzx6Sk5NZs2YN8fHx6OrqMnHiRJV5tRERESxYsICkpCQePnzIunXrGjy2c+fOoaGhgYWFRYPlhoaGKinzcXFx9OvXr8FtHz9+zO3btzEzMwNg3LhxpKen4+TkRHBwMAcPHqSkpARjY2PatWvXaH9DTWbA2rVr2bhxI2lpaSoBal5eHq+99hoHDhxg8uTJrFixgqKiIgDCwsK4evUqf/nLXzh06BA2NjYsWLCA58+fc//+fYKCgpgyZQpHjhzB29ubOXPmUFJS0uS5bEivXr0YMWIEM2fOJCcnh+jo6GalQDs7O5Ofn8+//vUvAKqqqjh27Fi9wL5ufz5//pwLFy5gY2PTYJ06OjpoamoqzwMDA5k2bdrPymqJiIjgo48+Ij4+nvLy8nqp1EePHmX79u1s3LiRI0eOKDelDhw4wNdff01YWBhHjhzhk08+ISIigu+//x6AoKAgzMzMOHToEGFhYURHR/PXv/4VgPDwcM6fP8+2bdvYtWsXZWVlzJo1q9ltfllmZiYjRozg66+/xsrKik8//ZQXL16wd+9eDhw4QKdOnVi0aJHKPlFRUYSHh7Nnzx7y8/OVG0UxMTGcOnVKmQr05MkTli1bVu89617nbm5uKmVFRUV8+OGH9O3bl6SkJGbMmMHKlStJT09XtomJiaFXr14cOnSIoUOH8uWXX1JaWsqLFy8IDAzkvffe4/Dhw8yaNYvFixdz+fLlBo89KysLe3t7lddSU1PR0tLi4MGDWFlZERgYyMmTJ9m9ezcffPABK1eu5MGDBw3WFxERweTJk/nmm2/Q0tJi6dKlAFy4cIFVq1bx5ZdfcvjwYWxsbAgMDKSqqkrZ197evsGpJUII8VuTwF4IIVqY8ePHY21tjZ2dHWZmZtjb2zNs2DDMzMwYOnQoV69eBWD79u34+vri7u5Ot27dGDduHAMHDlQZRXuZv78/I0aMoGfPnoSFhZGbm0tRURE5OTncvn2b0NBQevToga2tLfPnz1dGwWrTg3V0dGjXrh329vbKyPupU6cYOHCgEtjn5ORgZGSEvr5+k22Mjo4mKCgIW1tbjI2NWbJkCY8ePVL5R3rChAn079+fnj174u/vrzLaVtfDhw/R0tJSGa3fsGEDffr0Uf6++OKLZp2D3NxcbGxslLo8PT3ZunUrZmZmJCcnExQUhKOjI5s3b26yrnnz5mFjY4OdnR2zZs1i3759Sspzp06dCA4OpmvXrowfP54OHTpQWFgI1IyiL1myBDMzM7p3787EiRMpKSnh/v373L17l4qKCvT19TEwMGDixIlERkairq7e5LlsyKZNmzh27BhdunShTZs26OvrU15erhLgNMTAwABTU1OOHz8OwHfffYe2tjbdu3dvtD9rbz7UnQN99epVlfNUd379L+Ht7Y2HhwempqYsW7aMvLw8fvjhB6W8dq2EAQMGYG9vT0FBAQCdO3dm+fLl9O/fH0NDQ/z9/dHT0+PSpUtAzRx0bW1tDAwMGDhwIDt27MDc3Jzy8nL27NnD4sWLsbKywtTUlFWrVpGbm6ucz5/r9ddfx9/fHzMzM9TV1XF1deXzzz/H2NgYExMTxo4dWy8wnjlzJlZWVlhbW+Pu7k5+fj5QM6Kvrq6OgYEBxsbGrFixgsmTJ9d7z5ev87r27duHubk5c+bMoUePHnh5efHnP/+Z6OhoZRtTU1NlesusWbN4+vQply5dorS0lJKSEl5//XUMDQ0ZOXIkO3bsQE9Pr14bKisrKSwsxNjYWOX1jh07MmvWLLp27YqXlxelpaUsWLAAY2NjJk2aRGVlZaM3Nb28vHB1dcXIyIgJEyYo3yG3bt1CTU2NLl26YGhoSGBgIKtXr1b53JuYmHDhwoVGz5MQQvxWZPE8IYRoYeqmJ7dr1w4DAwOV57Vpw0VFRRw+fJj4+HilvKKiAgcHh0brtrKyUh4bGhqira3NlStXuHv3LiUlJbzzzjtKeVVVFU+fPuXhw4f16nFwcFACxdOnT/P5558zadIkHjx4QHZ2No6Ojk228cmTJ/z444/Mnj1bZST96dOnXLt2TXnerVs35bGmpmajq2R36NBBmR5Q64MPPsDDwwOAr776SiWV/lXqpo3XcnJywsnJibKyMnJycti7dy/r1q3DxMSEXr16MXz4cGVbd3d3JXB6++23ldctLCx48OCB0qeGhoYqNyK0tLSUVbg9PT3JyMhg3759XLlyRRk1fvHiBWZmZgwaNIgJEyZgZGSEi4sLPj4+aGhoUFRU9Mpz2bFjR5XjSklJITo6mt27d9O+fXu8vb1Zt24dz549o7CwkN27d7+yr1xcXMjMzMTHx4eMjIwm0/BrA/rHjx8r5YaGhkra9rlz55g3b94r37PW8OHDlakbXbp0ISUlBVDt8zfffBNtbW2KioqUwLVr165KuZaWlvK5sLOz49y5c6xZs4aioiIuXrzIvXv3lEBvypQphIeHEx8fz6BBg/Dw8EBPT48ffviBiooK/Pz8VNpXVVXFtWvXftFK/HWvezU1Nfz9/UlNTeXs2bNcvXqV8+fP17vx0ti18v7775OSkoKDgwP9+vXD1dWVUaNG/az2FBUVqXx/APTp00clpb7uDZ3arIvKykq0tbXx9/dn4cKFREZGMnjwYLy9vRtc4O7Ro0dUVVXV+5zWvVZqbzrU9lHt88au75fbVdsvDg4O9OzZE3d3d8zNzZXrqO4Cm9ra2r+bRRuFEC2bBPZCCNHCvJxy3NiK6y9evODjjz/G09NT5fVXpYa/XHdVVRWvvfYalZWV9OjRg8jIyHr7aGlp8eTJE5XXBgwYwIIFC7h+/To//vgj/fr1w8TEhLy8PLKzs1m4cGGTbayd871+/XqMjIxUyuv+w9/cVbGtra0pLy+noKBAmffesWNHJUBo3759s+qBmkC0dm7xnTt3iIqKYsGCBbRt2xZNTU1cXV1xcXHBz8+Pb7/9lsGDB6vMJ9bU1KS8vLxe+2sDsdoApaH08trR/KCgIPLy8vDw8FBGjt9//31l/y1btvDPf/6TzMxM0tPTiY2NJTY2tslz+bLU1FS8vLyUKQyhoaHMnTuX9u3bExAQ0GRfubi4EB0dTXl5OZmZmYSHh7+yP9XV1TE1NSUvL49hw4YpfVQblDZn0b5aW7duVdYsqBuM1X0MNZ/DutfRy/1e2+cJCQksW7YMHx8fhg4dyvz58xk3bpyy3eTJkxk2bBgZGRkcO3aMDz/8kNDQUKXvYmNj+cMf/qBSt66ubrOPpy51dXXlcVVVFRMnTuTx48e4ubnh7OxMRUUF06dPV9mnsWvlT3/6E8eOHePEiROcOHGC8PBwDh06RExMzC9qT9121V27oaH3r+3bRYsWMXbsWDIyMsjIyCA+Pp7IyEicnJxUtq+9Nl6+afHyOYXGvxtf1li/aGhokJCQQG5uLsePHycpKYm4uDiSkpLo1KmT0o6W/qsXQojfB/kmEkKI3ykjIyOKi4vp1q2b8hcfH8/f/va3Rvepm4587do1Hj9+jJGREUZGRty+fRsdHR2lruLiYjZs2ICamlq9xej09PQwMTEhOjqa3r1707p1a2xsbEhJSeHOnTvK/OlXtbFDhw7o6upy7949paxz586sXr1amW7wc5ibm2NpadlgQFtdXd3s35z/6aefKC8vV0b52rZtS0JCQr1+VVNTQ1NTEx0dHdq0aaNyjHWDuYsXLyqPz58/zxtvvFFvNPJlZWVlHDp0iLVr1zJz5kyGDBnCo0ePlGMpKipi5cqVWFlZMXv2bFJSUujcuTNZWVlNnsuXtWvXTmVu8vDhwxkwYABlZWWvzP6oZW5ujo6ODjExMVRUVNCrV69X9ifUjCAnJSVx586devXVXRyyKQYGBsox1h3hrk2tB7h+/TqlpaXNGjWPi4vjk08+ISQkBE9PTzp27Mj9+/eprq7m2bNnLF26lLZt2zJhwgR2796Nr68vR48e5c0336R169aUlJQo7dHU1GT58uW/ymjv5cuXOXXqFDt37iQgIIBBgwbx008/Ac37xYoDBw5w/Phxhg0bxsqVK4mOjubMmTP12tbQ56OWkZER586dU3ktLy+v3k25hty7d4/FixfTrVs3pk6dSmJiInZ2dvUWXoSaEfLWrVs3mCn0a8vLy2PLli3Y2dkRHBzMkSNHePbsmbIoIdRM8WnqZx+FEOK3IIG9EEL8To0fP57U1FR27drFjRs32LlzJzt37qw3v7muHTt2kJaWRkFBAcHBwQwePJhu3brh4OCAgYEB8+bNo7CwUEmv19DQoHXr1mhoaAA1AVPt6P2AAQPYv3+/kvZsY2NDamoq/fr1U1azbqqN48ePZ926dRw7doxr166xcOFCzp49S48ePX5Rn6xYsYIzZ84QEBBATk4Ot27dIisri/Hjx5OdnU3v3r2brCM7Oxs7Ozvlua6uLn5+foSEhBAXF8eNGzf4/vvvWb9+Pfn5+Xh7e7+yvrCwMPLz8/n2229Zv349Y8eObbINbdu2RUNDg7S0NIqLi8nKymLJkiVATbpxhw4diIuLIzIykps3b3LixAlu3bqFubl5k+fyZaNHjyYtLY3Y2Fhu3LjBli1bOHPmDD179mTu3LnNCrSdnZ2JjIxUVlWv6+X+hJq1HmxtbfHz82P//v1cv36dgoICVq9eTUhIiMo0gl9i165dZGZmUlBQQEhICAMGDHjldVGrY8eOZGdnK6nus2fPpqKigufPn6Ours7Zs2cJDQ3lypUr5Ofnc/r0aczNzdHU1MTHx4dFixbxj3/8g8uXLxMUFMT169cxNDT8fx0L1EwzadWqFSkpKdy6dYsjR44oizA2Z3pJaWkpYWFhZGdnc/PmTZKTk9HX1693g6mh67zWmDFjuHjxIuHh4Vy9epX9+/cTGxvbrM/zH//4R9LT01m2bBk3btzg1KlTFBQUYG5uXm/bVq1a8dZbb/3itQl+jnbt2rFp0yYSEhIoLi4mJSWFf//73yo3gQoLCxtspxBC/NYksBdCiN+p3r17s2rVKmJjY3Fzc2Pfvn2sWbOGvn37NrrPhAkTWLduHb6+vujq6iorY7du3ZrNmzdTVVWFr68vM2bMwMnJSUmp19HRYeTIkQQGBiorZzs6OlJRUaEEYe+88w7V1dXK/PrmtHHSpEmMHj2aL774Ak9PT27fvs327dsbnHvbHCYmJuzfvx9DQ0NCQkJ49913CQ4O5o033iAxMbHeHOiG5OTkYGtrq/JaSEgIU6ZMITY2Fnd3d8aNG8fFixfZs2cPXbp0eWV9bm5uTJkyhTlz5uDj49PgomUva9u2LatXr+bo0aMMHz6cFStWMHXqVPT09Lh48SJ6enpEREQo5UuWLGHOnDk4ODg0eS5f1r9/f5YuXcr27dtxc3MjPT1dWdldS0ur0Z8XrMvFxYUnT540OL++of5s1aoVGzduZNq0acTGxuLp6cmYMWP47rvvCA0NbXJef1O8vLwIDw9XpjCsXbu2WfuFhIRQVlaGh4cHM2bMwNTUlCFDhihZF2vXrqW8vJzRo0czadIkbGxsmDZtGlDzc2/9+/dn5syZ+Pr60qZNG7Zu3fqzVvNvjL6+PosWLWLbtm2MGDGCrVu3snDhQtq0adOshd3Gjh2Lp6cn8+bNw83NjQsXLrB58+Z6bWvoOq/VpUsXtmzZQlZWFu7u7mzevJnPPvusyRtbUPN5joyMpKCgQKl/9OjR+Pj4NLi9o6Ojshjnf5KZmZny6wbDhg0jKiqK1atXqyzcd/bsWQYOHPgfb4sQQjRFrbo5OVpCCCGE+FUVFxcrC8v9GqO2/w3V1dWvTM/+X+Ts7Mz06dN/9uJw4n/HjRs3GDVqFFlZWUoWwX9DcXExo0aN4vjx4z9rjQ4hhPhPkBF7IYQQQvwiLS2oF78PXbt2xcnJieTk5P9qO/bt24e/v78E9UKI/wkS2AshhBBCiBZl/vz5xMTENPsnKn9tDx8+5MSJE836ZQghhPgtSCq+EEIIIYQQQgjRgsmIvRBCCCGEEEII0YJJYC+EEEIIIYQQQrRgEtgLIYQQQgghhBAtmAT2QgghhBBCCCFECyaBvRBCCCGEEEII0YJJYC+EEEIIIYQQQrRgEtgLIYQQQgghhBAtmAT2QgghhBBCCCFECyaBvRBCCCGEEEII0YL9H0LYwpJO4gXaAAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Plotting\n", "%matplotlib inline\n", @@ -256,27 +205,14 @@ "plt.show()" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:31:02.710886800Z", - "start_time": "2024-09-06T16:31:02.157785500Z" - } + "collapsed": false }, "id": "e3b69f85b3fda6d2" }, { "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "data": { - "text/plain": "<Figure size 1200x600 with 1 Axes>", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# Boxplot and Swarmplot\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", @@ -292,11 +228,7 @@ "plt.show()" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-06T16:31:03.508294500Z", - "start_time": "2024-09-06T16:31:02.710886800Z" - } + "collapsed": false }, "id": "d85991ae12df7107" }